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Causal Inference with Knowledge Distilling and Curriculum Learning for Unbiased VQA

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What this work says

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

inferredcites →https://doi.org/10.1007/978-3-030-58601-0_2openalex-snapshot

Reducing Language Biases in Visual Question Answering with Visually-Grounded Question Encoder

inferredcites →https://doi.org/10.1007/978-3-030-58607-2_34openalex-snapshot

Learning What Makes a Difference from Counterfactual Examples and Gradient Supervision

inferredcites →https://doi.org/10.1007/s11263-020-01331-0openalex-snapshot

Weakly-supervised Semantic Guided Hashing for Social Image Retrieval

inferredcites →https://doi.org/10.1007/s11432-020-3063-0openalex-snapshot

Semi-supervised local feature selection for data classification

inferredcites →https://doi.org/10.1090/noti1912openalex-snapshot

The Book of Why: The New Science of Cause and Effect

inferredcites →https://doi.org/10.1109/cvpr.2011.5995347openalex-snapshot

Unbiased look at dataset bias

inferredcites →https://doi.org/10.1109/cvpr.2017.215openalex-snapshot

CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning

inferredcites →https://doi.org/10.1109/cvpr.2017.670openalex-snapshot

Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering

inferredcites →https://doi.org/10.1109/cvpr.2017.754openalex-snapshot

A Gift from Knowledge Distillation: Fast Optimization, Network Minimization and Transfer Learning

inferredcites →https://doi.org/10.1109/cvpr.2018.00387openalex-snapshot

Vision-and-Language Navigation: Interpreting Visually-Grounded Navigation Instructions in Real Environments

inferredcites →https://doi.org/10.1109/cvpr.2018.00522openalex-snapshot

Don't Just Assume; Look and Answer: Overcoming Priors for Visual Question Answering

inferredcites →https://doi.org/10.1109/cvpr.2018.00636openalex-snapshot

Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering

inferredcites →https://doi.org/10.1109/cvpr.2019.00331openalex-snapshot

OK-VQA: A Visual Question Answering Benchmark Requiring External Knowledge

inferredcites →https://doi.org/10.1109/cvpr.2019.00409openalex-snapshot

Relational Knowledge Distillation

inferredcites →https://doi.org/10.1109/cvpr.2019.00644openalex-snapshot

Deep Modular Co-Attention Networks for Visual Question Answering

inferredcites →https://doi.org/10.1109/cvpr.2019.00688openalex-snapshot

From Recognition to Cognition: Visual Commonsense Reasoning

inferredcites →https://doi.org/10.1109/cvpr.2019.00979openalex-snapshot

Explicit Bias Discovery in Visual Question Answering Models

inferredcites →https://doi.org/10.1109/cvpr42600.2020.00377openalex-snapshot

Unbiased Scene Graph Generation From Biased Training

inferredcites →https://doi.org/10.1109/cvpr42600.2020.00971openalex-snapshot

Towards Causal VQA: Revealing and Reducing Spurious Correlations by Invariant and Covariant Semantic Editing

inferredcites →https://doi.org/10.1109/cvpr42600.2020.01006openalex-snapshot

Counterfactual Vision and Language Learning

inferredcites →https://doi.org/10.1109/cvpr42600.2020.01028openalex-snapshot

In Defense of Grid Features for Visual Question Answering

inferredcites →https://doi.org/10.1109/cvpr42600.2020.01077openalex-snapshot

Visual Commonsense R-CNN

inferredcites →https://doi.org/10.1109/cvpr42600.2020.01081openalex-snapshot

Counterfactual Samples Synthesizing for Robust Visual Question Answering

inferredcites →https://doi.org/10.1109/cvpr46437.2021.01251openalex-snapshot

Counterfactual VQA: A Cause-Effect Look at Language Bias

inferredcites →https://doi.org/10.1109/iccv.2015.279openalex-snapshot

VQA: Visual Question Answering

inferredcites →https://doi.org/10.1109/iccv.2017.324openalex-snapshot

Focal Loss for Dense Object Detection

inferredcites →https://doi.org/10.1109/tmi.2019.2963882openalex-snapshot

Unpaired Multi-Modal Segmentation via Knowledge Distillation

inferredcites →https://doi.org/10.1109/tmm.2020.3026892openalex-snapshot

Visual Question Answering With Dense Inter- and Intra-Modality Interactions

inferredcites →https://doi.org/10.1109/tnnls.2018.2817340openalex-snapshot

Beyond Bilinear: Generalized Multimodal Factorized High-Order Pooling for Visual Question Answering

inferredcites →https://doi.org/10.1109/tpami.2016.2577031openalex-snapshot

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

inferredcites →https://doi.org/10.1109/tpami.2017.2754246openalex-snapshot

FVQA: Fact-Based Visual Question Answering

inferredcites →https://doi.org/10.1145/1553374.1553380openalex-snapshot

Curriculum learning

inferredcites →https://doi.org/10.1145/3343031.3350993openalex-snapshot

Erasing-based Attention Learning for Visual Question Answering

inferredcites →https://doi.org/10.1145/3394171.3413977openalex-snapshot

Deep Multimodal Neural Architecture Search

inferredcites →https://doi.org/10.1145/3422622openalex-snapshot

Generative adversarial networks

inferredcites →https://doi.org/10.1145/3444685.3446256openalex-snapshot

Distilling knowledge in causal inference for unbiased visual question answering

inferredcites →https://doi.org/10.1162/089976602760128018openalex-snapshot

Training Products of Experts by Minimizing Contrastive Divergence

inferredcites →https://doi.org/10.1609/aaai.v33i01.33018102openalex-snapshot

BLOCK: Bilinear Superdiagonal Fusion for Visual Question Answering and Visual Relationship Detection

inferredcites →https://doi.org/10.1609/aaai.v34i01.5421openalex-snapshot

Towards Cross-Modality Medical Image Segmentation with Online Mutual Knowledge Distillation

inferredcites →https://doi.org/10.18653/v1/2020.emnlp-main.63openalex-snapshot

MUTANT: A Training Paradigm for Out-of-Distribution Generalization in Visual Question Answering

inferredcites →https://doi.org/10.18653/v1/d19-1418openalex-snapshot

Don’t Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset Biases

inferredcites →https://doi.org/10.18653/v1/d19-1514openalex-snapshot

LXMERT: Learning Cross-Modality Encoder Representations from Transformers

inferredcites →https://doi.org/10.3115/v1/d14-1162openalex-snapshot

Glove: Global Vectors for Word Representation

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/s11042-023-17437-9openalex-snapshot

CBMAFM: CNN-BiLSTM Multi-Attention Fusion Mechanism for sentiment classification

inferred← citeshttps://doi.org/10.1007/s11063-026-11871-0openalex-snapshot

Object Embedding-Based Knowledge Distillation for Enhanced Visual Question Answering

inferred← citeshttps://doi.org/10.1007/s11263-023-01858-yopenalex-snapshot

Correlation Information Bottleneck: Towards Adapting Pretrained Multimodal Models for Robust Visual Question Answering

inferred← citeshttps://doi.org/10.1007/s11390-024-2113-0openalex-snapshot

Learning a Mixture of Conditional Gating Blocks for Visual Question Answering

inferred← citeshttps://doi.org/10.1016/j.compbiomed.2025.110195openalex-snapshot

A Global Visual Information Intervention Model for Medical Visual Question Answering

inferred← citeshttps://doi.org/10.1016/j.cviu.2024.104201openalex-snapshot

MT-DSNet: Mix-mask teacher–student strategies and dual dynamic selection plug-in module for fine-grained image recognition

inferred← citeshttps://doi.org/10.1016/j.ipm.2024.103990openalex-snapshot

Generating counterfactual negative samples for image-text matching

inferred← citeshttps://doi.org/10.1016/j.knosys.2023.110879openalex-snapshot

Question-conditioned debiasing with focal visual context fusion for visual question answering

inferred← citeshttps://doi.org/10.1016/j.neucom.2025.129527openalex-snapshot

Robust data augmentation and contrast learning for debiased visual question answering

inferred← citeshttps://doi.org/10.1016/j.neunet.2023.04.015openalex-snapshot

Multi-teacher knowledge distillation based on joint Guidance of Probe and Adaptive Corrector

inferred← citeshttps://doi.org/10.1016/j.patcog.2025.111394openalex-snapshot

Unbiased VQA via modal information interaction and question transformation

inferred← citeshttps://doi.org/10.1109/iccvbic71195.2026.11689279openalex-snapshot

Computationally Driven Scheduling and Intervention Optimization for Smart Classrooms Using Causal Inference (CI) and Knowledge Graph Fusion (KGF)

inferred← citeshttps://doi.org/10.1109/icme57554.2024.10687618openalex-snapshot

Robust Knowledge Distillation and Self-Contrast Reasoning for Debiased Visual Question Answering

inferred← citeshttps://doi.org/10.1109/icme57554.2024.10688270openalex-snapshot

Enhancing Out-of-Distribution Generalization in VQA through Gini Impurity-guided Adaptive Margin Loss

inferred← citeshttps://doi.org/10.1109/icme59968.2025.11209245openalex-snapshot

DLVQA: A Dynamic Loss Approach For Visual Question Answering with Language Biases

inferred← citeshttps://doi.org/10.1109/tcsvt.2022.3222013openalex-snapshot

Deep Cross-Layer Collaborative Learning Network for Online Knowledge Distillation

inferred← citeshttps://doi.org/10.1109/tcsvt.2025.3531892openalex-snapshot

SCDL: Sketch Causal Disentangled Learning for Sketch-Based 3D Shape Retrieval

inferred← citeshttps://doi.org/10.1109/tip.2025.3588054openalex-snapshot

Causal Inference Hashing for Long-Tailed Image Retrieval

inferred← citeshttps://doi.org/10.1109/tmm.2023.3293335openalex-snapshot

Multimodal Reaction: Information Modulation for Cross-Modal Representation Learning

inferred← citeshttps://doi.org/10.1109/tmm.2024.3355640openalex-snapshot

Unbiased Visual Question Answering by Leveraging Instrumental Variable

inferred← citeshttps://doi.org/10.1109/tmm.2024.3386339openalex-snapshot

A Knowledge-Based Hierarchical Causal Inference Network for Video Action Recognition

inferred← citeshttps://doi.org/10.1109/tnnls.2024.3370925openalex-snapshot

Bridging the Cross-Modality Semantic Gap in Visual Question Answering

inferred← citeshttps://doi.org/10.1145/3503161.3548549openalex-snapshot

CurML: A Curriculum Machine Learning Library

inferred← citeshttps://doi.org/10.1145/3581783.3612472openalex-snapshot

Towards Deconfounded Image-Text Matching with Causal Inference

inferred← citeshttps://doi.org/10.1145/3605781openalex-snapshot

Transformer-Based Relational Inference Network for Complex Visual Relational Reasoning

inferred← citeshttps://doi.org/10.1145/3618301openalex-snapshot

Cross-modality Multiple Relations Learning for Knowledge-based Visual Question Answering

inferred← citeshttps://doi.org/10.1145/3633333openalex-snapshot

Toward Egocentric Compositional Action Anticipation with Adaptive Semantic Debiasing

inferred← citeshttps://doi.org/10.1145/3673902openalex-snapshot

HCCL: Hierarchical Counterfactual Contrastive Learning for Robust Visual Question Answering

inferred← citeshttps://doi.org/10.1145/3744343openalex-snapshot

Bool Prompt with Decomposition and Enhancement: Zero-Shot VQA Based on PVLMs

inferred← citeshttps://doi.org/10.1145/3785327openalex-snapshot

Code-Driven LLM Agent for One-Shot Explanatory Visual Question Answering

inferred← citeshttps://doi.org/10.1609/aaai.v37i11.26527openalex-snapshot

COCA: COllaborative CAusal Regularization for Audio-Visual Question Answering

inferred← citeshttps://doi.org/10.1631/fitee.2300303openalex-snapshot

Controllable image generation based on causal representation learning

inferred← citeshttps://doi.org/10.18653/v1/2023.findings-acl.432openalex-snapshot

Digging out Discrimination Information from Generated Samples for Robust Visual Question Answering

inferred← citeshttps://doi.org/10.18653/v1/2023.findings-emnlp.270openalex-snapshot

Debiasing Multimodal Models via Causal Information Minimization

inferred← citeshttps://doi.org/10.3390/electronics12071676openalex-snapshot

A Review of the Evaluation System for Curriculum Learning

inferred← citeshttps://doi.org/10.34133/plantphenomics.0277openalex-snapshot

Informed-Learning-Guided Visual Question Answering Model of Crop Disease

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