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Contrastive Representation Learning: A Framework and Review

https://doi.org/10.1109/access.2020.3031549

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Outgoing claims: the papers this work cites, builds on, or argues with.

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Objects that Sound

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Self-supervised Learning of Audio-Visual Objects from Video

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Contrastive Learning for Unpaired Image-to-Image Translation

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Self-Supervised Contrastive Video-Speech Representation Learning for Ultrasound

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Deep Metric Learning Using Triplet Network

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Large Scale Online Learning of Image Similarity through Ranking

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Generative Adversarial Nets

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Delving into Inter-Image Invariance for Unsupervised Visual Representations

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Intelligence without representation

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Dimensionality Reduction by Learning an Invariant Mapping

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ImageNet: A large-scale hierarchical image database

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FaceNet: A unified embedding for face recognition and clustering

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Deep Metric Learning via Lifted Structured Feature Embedding

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Unsupervised Feature Learning via Non-parametric Instance Discrimination

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Unsupervised Embedding Learning via Invariant and Spreading Instance Feature

inferredcites →https://doi.org/10.1109/cvpr42600.2020.00674openalex-snapshot

Self-Supervised Learning of Pretext-Invariant Representations

inferredcites →https://doi.org/10.1109/cvpr42600.2020.00975openalex-snapshot

Momentum Contrast for Unsupervised Visual Representation Learning

inferredcites →https://doi.org/10.1109/cvpr46437.2021.01229openalex-snapshot

Audio-Visual Instance Discrimination with Cross-Modal Agreement

inferredcites →https://doi.org/10.1109/cvprw.2009.5206848openalex-snapshot

ImageNet: A large-scale hierarchical image database

inferredcites →https://doi.org/10.1109/iccv.2015.320openalex-snapshot

Unsupervised Learning of Visual Representations Using Videos

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Sampling Matters in Deep Embedding Learning

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Look, Listen and Learn

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Local Aggregation for Unsupervised Learning of Visual Embeddings

inferredcites →https://doi.org/10.1109/iccvw.2019.00186openalex-snapshot

Video Representation Learning by Dense Predictive Coding

inferredcites →https://doi.org/10.1109/icra.2018.8462891openalex-snapshot

Time-Contrastive Networks: Self-Supervised Learning from Video

inferredcites →https://doi.org/10.1109/ijcnn.2000.857906openalex-snapshot

Extracting distributed representations of concepts and relations from positive and negative propositions

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Learning Actionable Representations from Visual Observations

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Representation Learning: A Review and New Perspectives

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Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

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SIGNATURE VERIFICATION USING A “SIAMESE” TIME DELAY NEURAL NETWORK

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SIGNATURE VERIFICATION USING A “SIAMESE” TIME DELAY NEURAL NETWORK

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A unified architecture for natural language processing

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node2vec

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GCC

inferredcites →https://doi.org/10.1162/neco.1997.9.8.1735openalex-snapshot

Long Short-Term Memory

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Contrastive Code Representation Learning

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InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training

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Probing Contextual Language Models for Common Ground with Visual Representations

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Noise Contrastive Estimation and Negative Sampling for Conditional Models: Consistency and Statistical Efficiency

inferredcites →https://doi.org/10.18653/v1/d19-1410openalex-snapshot

Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

inferredcites →https://doi.org/10.18653/v1/n19-1423openalex-snapshot

BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

inferredcites →https://doi.org/10.21437/interspeech.2019-1873openalex-snapshot

wav2vec: Unsupervised Pre-Training for Speech Recognition

inferredcites →https://doi.org/10.21437/interspeech.2019-2680openalex-snapshot

SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition

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Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation

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GAN（Generative Adversarial Nets）

inferredcites →https://doi.org/10.36227/techrxiv.12308378openalex-snapshot

CERT: Contrastive Self-supervised Learning for Language Understanding

inferredcites →https://doi.org/10.36227/techrxiv.12308378.v1openalex-snapshot

CERT: Contrastive Self-supervised Learning for Language Understanding

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AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at Scale

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In-Kernel Aggregation and Broadcast Acceleration for Distributed Communication

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Auto-Encoding Variational Bayes

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Deep Residual Learning for Image Recognition

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Exploring the Limits of Language Modeling

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f-GAN: Training Generative Neural Samplers using Variational Divergence Minimization

inferredcites →https://doi.org/10.48550/arxiv.1609.02907openalex-snapshot

Semi-Supervised Classification with Graph Convolutional Networks

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Categorical Reparameterization with Gumbel-Softmax

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Neural Message Passing for Quantum Chemistry

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Representation Learning with Contrastive Predictive Coding

inferredcites →https://doi.org/10.48550/arxiv.1808.06670openalex-snapshot

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inferredcites →https://doi.org/10.48550/arxiv.1811.06407openalex-snapshot

Neural Predictive Belief Representations

inferredcites →https://doi.org/10.48550/arxiv.1902.09229openalex-snapshot

A Theoretical Analysis of Contrastive Unsupervised Representation Learning

inferredcites →https://doi.org/10.48550/arxiv.1905.06922openalex-snapshot

On Variational Bounds of Mutual Information

inferredcites →https://doi.org/10.48550/arxiv.1905.09272openalex-snapshot

Data-Efficient Image Recognition with Contrastive Predictive Coding

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inferredcites →https://doi.org/10.48550/arxiv.1906.00910openalex-snapshot

Learning Representations by Maximizing Mutual Information Across Views

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Online Object Representations with Contrastive Learning

inferredcites →https://doi.org/10.48550/arxiv.1906.05743openalex-snapshot

Learning Video Representations using Contrastive Bidirectional Transformer

inferredcites →https://doi.org/10.48550/arxiv.1906.05849openalex-snapshot

Contrastive Multiview Coding

inferredcites →https://doi.org/10.48550/arxiv.1907.13625openalex-snapshot

On Mutual Information Maximization for Representation Learning

inferredcites →https://doi.org/10.48550/arxiv.1910.05453openalex-snapshot

vq-wav2vec: Self-Supervised Learning of Discrete Speech Representations

inferredcites →https://doi.org/10.48550/arxiv.1910.08350openalex-snapshot

A Mutual Information Maximization Perspective of Language Representation Learning

inferredcites →https://doi.org/10.48550/arxiv.1911.12247openalex-snapshot

Contrastive Learning of Structured World Models

inferredcites →https://doi.org/10.48550/arxiv.2001.08361openalex-snapshot

Scaling Laws for Neural Language Models

inferredcites →https://doi.org/10.48550/arxiv.2002.05709openalex-snapshot

A Simple Framework for Contrastive Learning of Visual Representations

inferredcites →https://doi.org/10.48550/arxiv.2003.07990openalex-snapshot

Watching the World Go By: Representation Learning from Unlabeled Videos

inferredcites →https://doi.org/10.48550/arxiv.2005.04966openalex-snapshot

Prototypical Contrastive Learning of Unsupervised Representations

inferredcites →https://doi.org/10.48550/arxiv.2005.10243openalex-snapshot

What Makes for Good Views for Contrastive Learning?

inferredcites →https://doi.org/10.48550/arxiv.2006.02814openalex-snapshot

CSTNet: Contrastive Speech Translation Network for Self-Supervised Speech Representation Learning

inferredcites →https://doi.org/10.48550/arxiv.2006.05582openalex-snapshot

Contrastive Multi-View Representation Learning on Graphs

inferredcites →https://doi.org/10.48550/arxiv.2006.06606openalex-snapshot

What makes instance discrimination good for transfer learning?

inferredcites →https://doi.org/10.48550/arxiv.2006.07733openalex-snapshot

Bootstrap your own latent: A new approach to self-supervised Learning

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COALA: Co-Aligned Autoencoders for Learning Semantically Enriched Audio Representations

inferredcites →https://doi.org/10.48550/arxiv.2006.09882openalex-snapshot

Unsupervised Learning of Visual Features by Contrasting Cluster Assignments

inferredcites →https://doi.org/10.48550/arxiv.2007.06346openalex-snapshot

Whitening for Self-Supervised Representation Learning

inferredcites →https://doi.org/10.48550/arxiv.2007.07834openalex-snapshot

InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training

inferredcites →https://doi.org/10.48550/arxiv.2007.13278openalex-snapshot

Representation Learning with Video Deep InfoMax

inferredcites →https://doi.org/10.48550/arxiv.2007.13916openalex-snapshot

Demystifying Contrastive Self-Supervised Learning: Invariances, Augmentations and Dataset Biases

inferredcites →https://doi.org/10.48550/arxiv.2008.01342openalex-snapshot

LoCo: Local Contrastive Representation Learning

inferredcites →https://doi.org/10.48550/arxiv.2008.05659openalex-snapshot

What Should Not Be Contrastive in Contrastive Learning

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Decoupling Representation Learning from Reinforcement Learning

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Formal Semantics for Kolmogorov-Arnold Network Representations of Operational Games

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Distance Metric Learning for Large Margin Nearest Neighbor Classification

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Noise-contrastive estimation of unnormalized statistical models, with applications to natural image statistics

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A simple framework for contrastive learning of visual representations

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Auto-Encoding Variational Bayes

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inferred← citeshttps://doi.org/10.1007/978-3-032-22190-2_21openalex-snapshot

The Geometry of Bias in Contrastive Embeddings: A Spectral Analysis

inferred← citeshttps://doi.org/10.1007/978-3-032-31930-2_34openalex-snapshot

Task-Free Online Replay with Contrastive Learning and Dynamic Herding

inferred← citeshttps://doi.org/10.1007/978-3-032-39518-4_27openalex-snapshot

On the Value of Images to Learn Ecology-Aware Geographic Embeddings

inferred← citeshttps://doi.org/10.1007/978-981-16-9247-5_2openalex-snapshot

Unsupervised Semantic Segmentation with Contrastive Translation Coding

inferred← citeshttps://doi.org/10.1007/978-981-19-6613-2_342openalex-snapshot

Fault Diagnosis for Flight Control System Based on Contrastive Learning

inferred← citeshttps://doi.org/10.1007/978-981-95-0836-5_4openalex-snapshot

Self-supervised Learning for Audio Signal

inferred← citeshttps://doi.org/10.1007/978-981-95-3343-5_12openalex-snapshot

An Adaptive Semantic-Aware Fusion Method for Multimodal Entity Linking

inferred← citeshttps://doi.org/10.1007/978-981-95-3346-6_19openalex-snapshot

DRA: A Dual Retrieval Architecture for Domain Chinese Spelling Check

inferred← citeshttps://doi.org/10.1007/978-981-95-3483-8_20openalex-snapshot

A Contrastive Learning-Based Multi-scale Attention Model for Text Recognition

inferred← citeshttps://doi.org/10.1007/978-981-95-3537-8_15openalex-snapshot

Speaker Inference Detection Using Only Text

inferred← citeshttps://doi.org/10.1007/978-981-95-4674-9_18openalex-snapshot

Evaluation of Adversarial Input Attacks in Retrieval-Augmented Generation Using Large Language Models

inferred← citeshttps://doi.org/10.1007/978-981-96-1758-6_1openalex-snapshot

Unveiling the Hidden Pandemic of IoT Malware with Biological and Health Approaches

inferred← citeshttps://doi.org/10.1007/978-981-96-5809-1_13openalex-snapshot

Degradation-Aware Frequency-Separated Transformer for Blind Super-Resolution

inferred← citeshttps://doi.org/10.1007/978-981-96-6459-7_21openalex-snapshot

Unsupervised Text Semantic Matching Based on Contrastive Learning

inferred← citeshttps://doi.org/10.1007/978-981-96-7033-8_15openalex-snapshot

HyPeFL: Tackling Data Heterogeneity via Hypernetwork in Personalized Federated Learning

inferred← citeshttps://doi.org/10.1007/978-981-97-2253-2_2openalex-snapshot

Ranking Enhanced Supervised Contrastive Learning for Regression

inferred← citeshttps://doi.org/10.1007/978-981-97-5692-6_10openalex-snapshot

DiagNCF: Diagnosis Neural Collaborative Filtering for Accurate Medical Recommendation

inferred← citeshttps://doi.org/10.1007/978-981-97-5779-4_16openalex-snapshot

Data-free Knowledge Distillation based on GNN for Node Classification

inferred← citeshttps://doi.org/10.1007/978-981-99-8132-8_25openalex-snapshot

An Approach to Mongolian Neural Machine Translation Based on RWKV Language Model and Contrastive Learning

inferred← citeshttps://doi.org/10.1007/s00138-025-01680-1openalex-snapshot

Feature distribution statistics as a loss objective for robust white balance correction

inferred← citeshttps://doi.org/10.1007/s00422-023-00963-yopenalex-snapshot

Self-organizing maps on “what-where” codes towards fully unsupervised classification

inferred← citeshttps://doi.org/10.1007/s00521-025-11236-zopenalex-snapshot

Enhancing self-supervised visual representation learning through adversarially generated examples

inferred← citeshttps://doi.org/10.1007/s00530-024-01400-1openalex-snapshot

Deep contrastive multi-view clustering with doubly enhanced commonality

inferred← citeshttps://doi.org/10.1007/s00530-025-01824-3openalex-snapshot

Automatic Weight Allocation: optimizing remote sensing image retrieval from contrastive learning perspective

inferred← citeshttps://doi.org/10.1007/s00530-026-02497-2openalex-snapshot

Jointing negative view-based contrastive learning and deep accumulative quantization for unsupervised image retrieval

inferred← citeshttps://doi.org/10.1007/s10044-025-01538-2openalex-snapshot

Enhancing multi-view deep image clustering via contrastive learning for global and local consistency

inferred← citeshttps://doi.org/10.1007/s10115-024-02193-5openalex-snapshot

A multi-view mask contrastive learning graph convolutional neural network for age estimation

inferred← citeshttps://doi.org/10.1007/s10115-024-02283-4openalex-snapshot

Audio meets text: a loss-enhanced journey with manifold mixup and re-ranking

inferred← citeshttps://doi.org/10.1007/s10278-024-01032-xopenalex-snapshot

Approximating Intermediate Feature Maps of Self-Supervised Convolution Neural Network to Learn Hard Positive Representations in Chest Radiography

inferred← citeshttps://doi.org/10.1007/s10278-024-01212-9openalex-snapshot

Out-of-Distribution Detection and Radiological Data Monitoring Using Statistical Process Control

inferred← citeshttps://doi.org/10.1007/s10462-025-11321-8openalex-snapshot

A review of named entity recognition: from learning methods to modelling paradigms and tasks

inferred← citeshttps://doi.org/10.1007/s10489-023-04458-yopenalex-snapshot

Triple-kernel gated attention-based multiple instance learning with contrastive learning for medical image analysis

inferred← citeshttps://doi.org/10.1007/s10489-023-04878-wopenalex-snapshot

Neural network architecture with intermediate distribution-driven layer for classification of multidimensional data with low class separability

inferred← citeshttps://doi.org/10.1007/s10489-024-05322-3openalex-snapshot

SelfPAB: large-scale pre-training on accelerometer data for human activity recognition

inferred← citeshttps://doi.org/10.1007/s10489-024-05591-yopenalex-snapshot

Integrated self-supervised label propagation for label imbalanced sets

inferred← citeshttps://doi.org/10.1007/s10489-024-05957-2openalex-snapshot

Multi-optimization scheme for in-situ training of memristor neural network based on contrastive learning

inferred← citeshttps://doi.org/10.1007/s10489-024-05982-1openalex-snapshot

NeuroMoCo: a neuromorphic momentum contrast learning method for spiking neural networks

inferred← citeshttps://doi.org/10.1007/s10489-025-06757-yopenalex-snapshot

Convolutional attention-based contrastive learning for partial label learning

inferred← citeshttps://doi.org/10.1007/s10489-025-07071-3openalex-snapshot

Enhancing hyperspectral image prediction with contrastive learning in low-label regimes

inferred← citeshttps://doi.org/10.1007/s10586-025-05161-yopenalex-snapshot

Region-aware unknown information enhancement for open world object detection

inferred← citeshttps://doi.org/10.1007/s10586-026-06047-3openalex-snapshot

BFCL: a secure decentralized framework for chest x-ray image classification using blockchain federated contrastive learning

inferred← citeshttps://doi.org/10.1007/s10618-026-01210-1openalex-snapshot

Topology only pre-training: towards generalised multi-domain graph models

inferred← citeshttps://doi.org/10.1007/s10664-024-10441-zopenalex-snapshot

Evaluating few-shot and contrastive learning methods for code clone detection

inferred← citeshttps://doi.org/10.1007/s10844-025-00953-5openalex-snapshot

Textual and structural dual enhancement for knowledge graph completion with large language models

inferred← citeshttps://doi.org/10.1007/s10844-026-01078-zopenalex-snapshot

Time series anomaly detection models with contrastive representation learning

inferred← citeshttps://doi.org/10.1007/s10845-025-02614-4openalex-snapshot

Gen-JEMA: enhanced explainability using generative joint embedding multimodal alignment for monitoring directed energy deposition

inferred← citeshttps://doi.org/10.1007/s10845-025-02711-4openalex-snapshot

Self-supervised cross-domain open-set fault diagnosis method based on graph learning under time-varying speed conditions

inferred← citeshttps://doi.org/10.1007/s10994-026-07170-3openalex-snapshot

TACCO: Actor–Critic Contrastive Optimization for OOD Action Mitigation in Offline Reinforcement Learning

inferred← citeshttps://doi.org/10.1007/s11042-026-21961-9openalex-snapshot

Parameter-Efficient adaptation of vision–language models for domain-specific multimedia retrieval in fashion

inferred← citeshttps://doi.org/10.1007/s11053-024-10335-3openalex-snapshot

Mineral Prospectivity Prediction Based on Self-Supervised Contrastive Learning and Geochemical Data: A Case Study of the Gold Deposit in the Malanyu District, Hebei Province, China

inferred← citeshttps://doi.org/10.1007/s11192-023-04782-7openalex-snapshot

Self-supervised scientific document recommendation based on contrastive learning

inferred← citeshttps://doi.org/10.1007/s11227-026-08727-8openalex-snapshot

MT-ADA: active dual alignment for multi-target domain adaptation

inferred← citeshttps://doi.org/10.1007/s11390-022-2158-xopenalex-snapshot

Connecting the Dots in Self-Supervised Learning: A Brief Survey for Beginners

inferred← citeshttps://doi.org/10.1007/s11432-024-4147-8openalex-snapshot

TPpred-SC: multi-functional therapeutic peptide prediction based on multi-label supervised contrastive learning

inferred← citeshttps://doi.org/10.1007/s11432-024-4453-4openalex-snapshot

Self-supervised learning in drug discovery

inferred← citeshttps://doi.org/10.1007/s11517-025-03353-7openalex-snapshot

Automated detection of retinal artery occlusion in fundus photography via self-supervised deep learning and multimodal interpretability using a multimodal AI chatbot

inferred← citeshttps://doi.org/10.1007/s11548-024-03313-wopenalex-snapshot

Diagnosing Helicobacter pylori using autoencoders and limited annotations through anomalous staining patterns in IHC whole slide images

inferred← citeshttps://doi.org/10.1007/s11633-023-1464-2openalex-snapshot

Enhancing Multi-agent Coordination via Dual-channel Consensus

inferred← citeshttps://doi.org/10.1007/s11633-024-1532-2openalex-snapshot

Degree-aware Progressive Contrastive Learning for Graph Combinatorial Optimization Problems

inferred← citeshttps://doi.org/10.1007/s11694-026-04912-8openalex-snapshot

Unsupervised clustering of tear damage in soybean kernels

inferred← citeshttps://doi.org/10.1007/s11704-025-50044-5openalex-snapshot

Graph contrastive learning view construction methods in recommender systems: a survey

inferred← citeshttps://doi.org/10.1007/s11760-023-02512-3openalex-snapshot

Cut-in maneuver detection with self-supervised contrastive video representation learning

inferred← citeshttps://doi.org/10.1007/s11802-025-5897-9openalex-snapshot

Fusion of Time-Frequency Features in Contrastive Learning for Shipboard Wind Speed Correction

inferred← citeshttps://doi.org/10.1007/s12530-024-09581-wopenalex-snapshot

Self-supervised learning for medical image analysis: a comprehensive review

inferred← citeshttps://doi.org/10.1007/s13042-023-01891-wopenalex-snapshot

A causality-inspired data augmentation approach to cross-domain burr detection using randomly weighted shallow networks

inferred← citeshttps://doi.org/10.1007/s13042-024-02328-8openalex-snapshot

Enhanced side information fusion framework for sequential recommendation

inferred← citeshttps://doi.org/10.1007/s13278-026-01612-5openalex-snapshot

CaRgo: contrastive representation learning for anomaly detection in multi-relational graphs

inferred← citeshttps://doi.org/10.1007/s13721-026-00867-4openalex-snapshot

MulGM-Net: A decision-based gated memory network with contrastive learning for multi-task cancer diagnosis

inferred← citeshttps://doi.org/10.1007/s13735-022-00245-6openalex-snapshot

Contrastive self-supervised learning: review, progress, challenges and future research directions

inferred← citeshttps://doi.org/10.1007/s40336-023-00539-7openalex-snapshot

A systematic review for using deep learning in bone scan classification

inferred← citeshttps://doi.org/10.1007/s40747-024-01642-6openalex-snapshot

Enhancing zero-shot relation extraction with a dual contrastive learning framework and a cross-attention module

inferred← citeshttps://doi.org/10.1007/s40747-025-02102-5openalex-snapshot

Multi-level contrastive learning for exploring graphs with higher-order dependencies in sequential data

inferred← citeshttps://doi.org/10.1007/s44163-026-02196-xopenalex-snapshot

Contrastive learning with prototype reliability calibration for plant leaf recognition

inferred← citeshttps://doi.org/10.1016/b978-0-44-332908-1.00017-9openalex-snapshot

Self-supervised learning for drug discovery

inferred← citeshttps://doi.org/10.1016/j.acags.2026.100391openalex-snapshot

A prior-guided self-supervised contrastive transformer network for sparse geochemical anomaly identification

inferred← citeshttps://doi.org/10.1016/j.actaastro.2024.02.019openalex-snapshot

Transformer-based anomaly detection in P-LEO constellations: A dynamic graph approach

inferred← citeshttps://doi.org/10.1016/j.adhoc.2026.104406openalex-snapshot

Multi-Level Contrastive Knowledge Distillation for Resource-efficient Visual Inference on Edge Devices

inferred← citeshttps://doi.org/10.1016/j.aej.2026.02.016openalex-snapshot

An intelligent essay scoring system based on a BERT-driven Deep Self-Supervised Contrastive Learning Network

inferred← citeshttps://doi.org/10.1016/j.array.2026.100796openalex-snapshot

Industrial chain risk monitoring with explainable dynamic knowledge graph learning

inferred← citeshttps://doi.org/10.1016/j.array.2026.101167openalex-snapshot

Knowledge distillation in medical image analysis: A survey

inferred← citeshttps://doi.org/10.1016/j.artmed.2021.102132openalex-snapshot

Circumpapillary OCT-focused hybrid learning for glaucoma grading using tailored prototypical neural networks

inferred← citeshttps://doi.org/10.1016/j.artmed.2022.102332openalex-snapshot

Deep learning for Alzheimer's disease diagnosis: A survey

inferred← citeshttps://doi.org/10.1016/j.artmed.2025.103307openalex-snapshot

CA-OCL and CHAN: A novel diagnostic framework for rheumatoid arthritis integrating contradiction-aware orthogonal contrastive learning with confidence-guided hierarchical attention

inferred← citeshttps://doi.org/10.1016/j.asoc.2021.108397openalex-snapshot

Contrastive learning based self-supervised time-series analysis

inferred← citeshttps://doi.org/10.1016/j.asoc.2024.112610openalex-snapshot

Relieving popularity bias in recommender systems via user group-level augmentation

inferred← citeshttps://doi.org/10.1016/j.asoc.2025.114431openalex-snapshot

Margin-based angular losses for lightweight text classification: Lessons from face recognition

inferred← citeshttps://doi.org/10.1016/j.atech.2024.100495openalex-snapshot

Data-driven definition and modelling of plant growth

inferred← citeshttps://doi.org/10.1016/j.atech.2026.101814openalex-snapshot

Automated extraction of scientific statements for integrated assessment of animal welfare using language models

inferred← citeshttps://doi.org/10.1016/j.atech.2026.102195openalex-snapshot

Aggressiveness trait identification in Portunus trituberculatus via a self-supervised computational ethology framework

inferred← citeshttps://doi.org/10.1016/j.awe.2024.100002openalex-snapshot

Machine learning for bridge wind engineering

inferred← citeshttps://doi.org/10.1016/j.bspc.2025.107635openalex-snapshot

Real-PiCO: Partial label learning with contrasting label disambiguation for EEG emotion recognition in Real-World scenarios

inferred← citeshttps://doi.org/10.1016/j.bspc.2026.111372openalex-snapshot

Structured contrastive Self-Supervised representation learning for multimodal physiological stress detection

inferred← citeshttps://doi.org/10.1016/j.cag.2023.07.025openalex-snapshot

A fine-grained vision and language representation framework with graph-based fashion semantic knowledge

inferred← citeshttps://doi.org/10.1016/j.cag.2024.104014openalex-snapshot

From superpixels to foundational models: An overview of unsupervised and generalizable image segmentation

inferred← citeshttps://doi.org/10.1016/j.chaos.2024.115123openalex-snapshot

Contrastive machine learning reveals in EEG resting-state network salient features specific to autism spectrum disorder

inferred← citeshttps://doi.org/10.1016/j.chaos.2026.118234openalex-snapshot

Disentangling high-dimensional functional brain network structure in major depression via cortically inspired sparse encoding and contrastive learning

inferred← citeshttps://doi.org/10.1016/j.cmpb.2022.107017openalex-snapshot

Towards unsupervised classification of macromolecular complexes in cryo electron tomography: Challenges and opportunities

inferred← citeshttps://doi.org/10.1016/j.commatsci.2025.114447openalex-snapshot

SSFormer: Self-supervised transformer model for predicting the properties of crystalline materials

inferred← citeshttps://doi.org/10.1016/j.compag.2022.107272openalex-snapshot

Using dorsal surface for individual identification of dairy calves through 3D deep learning algorithms

inferred← citeshttps://doi.org/10.1016/j.compbiolchem.2026.108998openalex-snapshot

scDCL: A multi-view single-cell RNA sequencing clustering method based on dual contrastive learning

inferred← citeshttps://doi.org/10.1016/j.compbiomed.2023.107501openalex-snapshot

Optimizing sleep staging on multimodal time series: Leveraging borderline synthetic minority oversampling technique and supervised convolutional contrastive learning

inferred← citeshttps://doi.org/10.1016/j.compbiomed.2024.108430openalex-snapshot

On the use of contrastive learning for standard-plane classification in fetal ultrasound imaging

inferred← citeshttps://doi.org/10.1016/j.compbiomed.2024.109256openalex-snapshot

A Systematic Review of Generalization Research in Medical Image Classification

inferred← citeshttps://doi.org/10.1016/j.compbiomed.2025.110650openalex-snapshot

A deep learning approach for objective evaluation of microscopic neuro-drilling craniotomy skills

inferred← citeshttps://doi.org/10.1016/j.compenvurbsys.2025.102255openalex-snapshot

From 3D pedestrian networks to wheelable networks: An automatic wheelability assessment method for high-density urban areas using contrastive deep learning of smartphone point clouds

inferred← citeshttps://doi.org/10.1016/j.compmedimag.2024.102394openalex-snapshot

3DFRINet: A Framework for the Detection and Diagnosis of Fracture Related Infection in Low Extremities Based on 18F-FDG PET/CT 3D Images

inferred← citeshttps://doi.org/10.1016/j.compmedimag.2025.102590openalex-snapshot

FeaCL: Carotid plaque classification from ultrasound images using feature-level and instance-level contrast learning

inferred← citeshttps://doi.org/10.1016/j.compmedimag.2025.102689openalex-snapshot

Entropy-guided partial annotation for cross-domain rib segmentation

inferred← citeshttps://doi.org/10.1016/j.cor.2024.106960openalex-snapshot

Topology reconstruction in telecommunication networks: Embedding operations research within deep learning

inferred← citeshttps://doi.org/10.1016/j.cosrev.2025.100756openalex-snapshot

Bridging the gap: A survey of document retrieval techniques for high-resource and low-resource languages

inferred← citeshttps://doi.org/10.1016/j.cviu.2024.103940openalex-snapshot

MERLIN-Seg: Self-supervised despeckling for label-efficient semantic segmentation

inferred← citeshttps://doi.org/10.1016/j.cviu.2025.104438openalex-snapshot

Distribution-aware contrastive learning for domain adaptation in 3D LiDAR segmentation

inferred← citeshttps://doi.org/10.1016/j.cviu.2026.104771openalex-snapshot

JEMA: Joint Embedding of Multimodal and multi-view Alignment in human-centric embedding space for manufacturing

inferred← citeshttps://doi.org/10.1016/j.cviu.2026.104974openalex-snapshot

Graph conditional diffusion contrastive clustering for hyperspectral images

inferred← citeshttps://doi.org/10.1016/j.dcan.2025.06.001openalex-snapshot

Building robust traffic classifier under low quality data: A federated contrastive learning approach

inferred← citeshttps://doi.org/10.1016/j.ecoinf.2025.103538openalex-snapshot

A multi-view cooperative contrastive learning framework for Birdsong Classification

inferred← citeshttps://doi.org/10.1016/j.eng.2025.08.020openalex-snapshot

Building Digital Twin for 3D Multi-Field Reconstruction and Optimization of Industrial-Scale Combustion Systems

inferred← citeshttps://doi.org/10.1016/j.engappai.2023.105864openalex-snapshot

Semi-supervised rotation-invariant representation learning for wafer map pattern analysis

inferred← citeshttps://doi.org/10.1016/j.engappai.2023.107154openalex-snapshot

Supervised contrastive learning for wafer map pattern classification

inferred← citeshttps://doi.org/10.1016/j.engappai.2023.107478openalex-snapshot

Self-supervised learning with randomized cross-sensor masked reconstruction for human activity recognition

inferred← citeshttps://doi.org/10.1016/j.engappai.2023.107781openalex-snapshot

Object detection in power line infrastructure: A review of the challenges and solutions

inferred← citeshttps://doi.org/10.1016/j.engappai.2024.108548openalex-snapshot

Enhancing bibliographic reference parsing with contrastive learning and prompt learning

inferred← citeshttps://doi.org/10.1016/j.engappai.2024.108665openalex-snapshot

End-to-end model for automatic seizure detection using supervised contrastive learning

inferred← citeshttps://doi.org/10.1016/j.engappai.2024.109880openalex-snapshot

A visual data unsupervised disentangled representation learning framework: Contrast disentanglement based on variational auto-encoder

inferred← citeshttps://doi.org/10.1016/j.engappai.2025.110834openalex-snapshot

A temporal graph-based contrastive approach for financial time series forecasting

inferred← citeshttps://doi.org/10.1016/j.engappai.2025.110914openalex-snapshot

Time series representation learning via cross-domain predictive and contextual contrasting: Application to fault detection

inferred← citeshttps://doi.org/10.1016/j.engappai.2026.115785openalex-snapshot

Intelligent detection of building damage change using change-guided interactive attention image contrastive learning

inferred← citeshttps://doi.org/10.1016/j.eswa.2022.118275openalex-snapshot

Adaptive random down-sampling data augmentation and area attention pooling for low resolution face recognition

inferred← citeshttps://doi.org/10.1016/j.eswa.2022.119051openalex-snapshot

Deep Autoencoder-like NMF with Contrastive Regularization and Feature Relationship Preservation

inferred← citeshttps://doi.org/10.1016/j.eswa.2023.121001openalex-snapshot

An Adaptive Fault Diagnosis Framework Under Class-Imbalanced Conditions Based on Contrastive Augmented Deep Reinforcement Learning

inferred← citeshttps://doi.org/10.1016/j.eswa.2025.126976openalex-snapshot

Semi-supervised Human Activity Recognition with individual difference alignment

inferred← citeshttps://doi.org/10.1016/j.eswa.2025.127493openalex-snapshot

A contrastive clustering loss function increases class-balanced in time series classification

inferred← citeshttps://doi.org/10.1016/j.eswa.2025.127513openalex-snapshot

A progressive self-supervised learning framework: From fault diagnosis to electric motor wear prediction

inferred← citeshttps://doi.org/10.1016/j.eswa.2025.128047openalex-snapshot

SynCSE: syntax graph-based contrastive learning of sentence embeddings

inferred← citeshttps://doi.org/10.1016/j.heliyon.2024.e32929openalex-snapshot

A criteria-based classification model using augmentation and contrastive learning for analyzing imbalanced statement data

inferred← citeshttps://doi.org/10.1016/j.ifacol.2025.09.172openalex-snapshot

Self-Supervised Job Grouping for Parallel Machine Scheduling with Family Setups

inferred← citeshttps://doi.org/10.1016/j.ijbiomac.2025.145341openalex-snapshot

Deep-m7G: A contrastive learning-based deep biological language model for identifying RNA N7-methylguanosine sites

inferred← citeshttps://doi.org/10.1016/j.ijepes.2021.107715openalex-snapshot

Electricity frauds detection in Low-voltage networks with contrastive predictive coding

inferred← citeshttps://doi.org/10.1016/j.ijfatigue.2025.109439openalex-snapshot

A few-shot learning framework for unified thermal aging life prediction using contrastive representation learning

inferred← citeshttps://doi.org/10.1016/j.imavis.2025.105664openalex-snapshot

Zero-shot object detection based on cross-modal guided clustering

inferred← citeshttps://doi.org/10.1016/j.imavis.2026.106083openalex-snapshot

Enhancing vehicle detection under adverse weather conditions with contrastive learning

inferred← citeshttps://doi.org/10.1016/j.inffus.2021.09.014openalex-snapshot

Supervised contrastive learning over prototype-label embeddings for network intrusion detection

inferred← citeshttps://doi.org/10.1016/j.inffus.2024.102606openalex-snapshot

Deep learning for cross-domain data fusion in urban computing: Taxonomy, advances, and outlook

inferred← citeshttps://doi.org/10.1016/j.inffus.2025.102948openalex-snapshot

Retrieval-Augmented Dialogue Knowledge Aggregation for expressive conversational speech synthesis

inferred← citeshttps://doi.org/10.1016/j.infrared.2024.105421openalex-snapshot

A self-supervised fusion for infrared and visible images via multi-level contrastive auto-encoding

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