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Modeling Task Relationships in Multi-task Learning with Multi-gate Mixture-of-Experts

https://doi.org/10.1145/3219819.3220007

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What this work says

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

inferredcites →https://doi.org/10.1007/978-3-540-45167-9_41openalex-snapshot

Exploiting Task Relatedness for Multiple Task Learning

inferredcites →https://doi.org/10.1016/b978-1-55860-307-3.50012-5openalex-snapshot

Multitask Learning: A Knowledge-Based Source of Inductive Bias

inferredcites →https://doi.org/10.1109/cvpr.2016.433openalex-snapshot

Cross-Stitch Networks for Multi-task Learning

inferredcites →https://doi.org/10.1109/iccv.2015.169openalex-snapshot

Fast R-CNN

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/10.1145/2736277.2741656openalex-snapshot

Improving User Topic Interest Profiles by Behavior Factorization

inferredcites →https://doi.org/10.1145/2959100.2959180openalex-snapshot

Ask the GRU

inferredcites →https://doi.org/10.1145/2959100.2959190openalex-snapshot

Deep Neural Networks for YouTube Recommendations

inferredcites →https://doi.org/10.1145/775047.775111openalex-snapshot

A theoretical framework for learning from a pool of disparate data sources

inferredcites →https://doi.org/10.1162/neco.1991.3.1.79openalex-snapshot

Adaptive Mixtures of Local Experts

inferredcites →https://doi.org/10.1162/tacl_a_00065openalex-snapshot

Google’s Multilingual Neural Machine Translation System: Enabling Zero-Shot Translation

inferredcites →https://doi.org/10.3115/v1/p15-2139openalex-snapshot

Low Resource Dependency Parsing: Cross-lingual Parameter Sharing in a Neural Network Parser

inferredcites →https://doi.org/10.48550/arxiv.1206.2944openalex-snapshot

Practical Bayesian Optimization of Machine Learning Algorithms

inferredcites →https://doi.org/10.48550/arxiv.1312.4314openalex-snapshot

Learning Factored Representations in a Deep Mixture of Experts

inferredcites →https://doi.org/10.48550/arxiv.1312.4461openalex-snapshot

Low-Rank Approximations for Conditional Feedforward Computation in Deep Neural Networks

inferredcites →https://doi.org/10.48550/arxiv.1603.04467openalex-snapshot

TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems

inferredcites →https://doi.org/10.48550/arxiv.1611.09913openalex-snapshot

Capacity and Trainability in Recurrent Neural Networks

inferredcites →https://doi.org/10.48550/arxiv.1701.06538openalex-snapshot

Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

inferredcites →https://doi.org/10.48550/arxiv.1701.08734openalex-snapshot

PathNet: Evolution Channels Gradient Descent in Super Neural Networks

inferredcites →https://doi.org/10.48550/arxiv.1706.05098openalex-snapshot

An Overview of Multi-Task Learning in Deep Neural Networks

inferredcites →https://doi.org/10.5555/1622248.1622254openalex-snapshot

A model of inductive bias learning

What points at this work

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inferred← citeshttps://doi.org/10.1007/s10115-025-02351-3openalex-snapshot

Online deep learning’s role in conquering the challenges of streaming data: a survey

inferred← citeshttps://doi.org/10.1007/s10115-025-02412-7openalex-snapshot

Domain feature transfer-based multi-domain fake news detection

inferred← citeshttps://doi.org/10.1007/s10115-026-02844-9openalex-snapshot

Joint aspect-based sentiment and overall rating prediction via a cross-modal transformer in user reviews

inferred← citeshttps://doi.org/10.1007/s10489-021-02970-7openalex-snapshot

Scratch-Rec: a novel Scratch recommendation approach adapting user preference and programming skill for enhancing learning to program

inferred← citeshttps://doi.org/10.1007/s10489-022-04088-wopenalex-snapshot

Multi-view improved sequence behavior with adaptive multi-task learning in ranking

inferred← citeshttps://doi.org/10.1007/s10489-023-04904-xopenalex-snapshot

Legal judgment prediction via optimized multi-task learning fusing similarity correlation

inferred← citeshttps://doi.org/10.1007/s10489-023-05045-xopenalex-snapshot

Knowledge-enhanced multi-task recommendation in hyperbolic space

inferred← citeshttps://doi.org/10.1007/s10489-026-07091-7openalex-snapshot

Scheduling all-scale multi-point manufacturing problems with a single neural model

inferred← citeshttps://doi.org/10.1007/s10489-026-07441-5openalex-snapshot

H-PLE: hierarchical progressive layered extraction with raw-input-aware gating for multi-task recommendation under extreme label imbalance

inferred← citeshttps://doi.org/10.1007/s10589-026-00796-yopenalex-snapshot

Mirror descent algorithm for stochastic multi-objective optimization and its application to machine learning

inferred← citeshttps://doi.org/10.1007/s10618-024-01080-5openalex-snapshot

ARL: analogical reinforcement learning for knowledge graph reasoning

inferred← citeshttps://doi.org/10.1007/s10660-025-10061-9openalex-snapshot

Toward a benchmark for CTR prediction in online advertising: datasets, evaluation protocols and perspectives

inferred← citeshttps://doi.org/10.1007/s11053-026-10735-7openalex-snapshot

Multiscale MoE-GCN for 3D Mineral Prospectivity Modeling Integrating Surface Geochemical Exploration Data: Application in the Xiadian Gold Deposit, China

inferred← citeshttps://doi.org/10.1007/s11069-024-06464-wopenalex-snapshot

Estimation of ground motion parameters via multi-task deep neural networks

inferred← citeshttps://doi.org/10.1007/s11227-023-05381-2openalex-snapshot

KG-MFEND: an efficient knowledge graph-based model for multi-domain fake news detection

inferred← citeshttps://doi.org/10.1007/s11227-024-06776-5openalex-snapshot

Precision localization method for fake news detection across multiple domains

inferred← citeshttps://doi.org/10.1007/s11269-026-04591-6openalex-snapshot

Improving Short-term Forecasts of Soil Moisture and Evapotranspiration with Multi-task Learning and Transformer-based Feature Processing

inferred← citeshttps://doi.org/10.1007/s11276-025-04046-7openalex-snapshot

PMDTC: progressive multi-task deep trajectory clustering

inferred← citeshttps://doi.org/10.1007/s11280-020-00846-3openalex-snapshot

Leveraging pointwise prediction with learning to rank for top-N recommendation

inferred← citeshttps://doi.org/10.1007/s11280-023-01215-6openalex-snapshot

Click is not equal to purchase: multi-task reinforcement learning for multi-behavior recommendation

inferred← citeshttps://doi.org/10.1007/s11432-025-4498-2openalex-snapshot

An overview of domain-specific foundation model: key technologies, applications and challenges

inferred← citeshttps://doi.org/10.1007/s11633-023-1443-7openalex-snapshot

Improving Multi-task GNNs for Molecular Property Prediction via Missing Label Imputation

inferred← citeshttps://doi.org/10.1007/s11704-022-2251-xopenalex-snapshot

Learning multi-tasks with inconsistent labels by using auxiliary big task

inferred← citeshttps://doi.org/10.1007/s11760-024-03105-4openalex-snapshot

A lightweight multi-task learning network based on key area guidance for counterfeit detection

inferred← citeshttps://doi.org/10.1007/s12652-021-03607-wopenalex-snapshot

Semi-explicit mixture of experts based on information table

inferred← citeshttps://doi.org/10.1007/s13042-023-02050-xopenalex-snapshot

Remote assessment of Parkinson’s disease symptom severity based on group interaction feature assistance

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/s13721-026-00871-8openalex-snapshot

Mixture-of-experts and gating mechanisms in multimodal biomedical learning: a routing-centric analysis

inferred← citeshttps://doi.org/10.1007/s40747-025-01919-4openalex-snapshot

Contrastive learning of cross-modal information enhancement for multimodal fake news detection

inferred← citeshttps://doi.org/10.1007/s41019-025-00322-wopenalex-snapshot

PPA++: Preference Prototype-Aware Learning with Large Language Model for Universal Cross-Domain Recommendation

inferred← citeshttps://doi.org/10.1007/s41060-021-00274-0openalex-snapshot

Deep multi-task learning with flexible and compact architecture search

inferred← citeshttps://doi.org/10.1007/s41666-025-00202-yopenalex-snapshot

A Few-Shot Learning-Based Framework for Predicting Likelihood of In-patient’s Mortality

inferred← citeshttps://doi.org/10.1007/s44196-025-00892-7openalex-snapshot

Hybrid Domain Perception Combined With Multi-expert Decoding to Improve Image Forgery Localization

inferred← citeshttps://doi.org/10.1007/s44443-025-00016-3openalex-snapshot

A dynamic multiobjective recommendation method based on soft actor-critic with discrete actions

inferred← citeshttps://doi.org/10.1007/s44443-026-01118-2openalex-snapshot

IMFND-AFR: an incomplete-modality fake news detection framework based on active feature reconstruction

inferred← citeshttps://doi.org/10.1016/j.aei.2024.102640openalex-snapshot

Machining quality prediction of complex thin-walled parts using multi-task dual domain adaptive deep transfer learning

inferred← citeshttps://doi.org/10.1016/j.aei.2025.103352openalex-snapshot

In-trainNet: A Two-Step Data-Driven Framework for Enhancing Railway In-Train Forces Monitoring

inferred← citeshttps://doi.org/10.1016/j.aei.2026.104506openalex-snapshot

Enhancing quality prediction with probabilistic information in multimode industrial process: A mode-aware multitask learning network

inferred← citeshttps://doi.org/10.1016/j.apenergy.2023.120995openalex-snapshot

Pulse-diagnosis-inspired multi-feature extraction deep network for short-term electricity load forecasting

inferred← citeshttps://doi.org/10.1016/j.asoc.2025.113254openalex-snapshot

Multi-task prompt adapter for vision-language model

inferred← citeshttps://doi.org/10.1016/j.ast.2024.109606openalex-snapshot

General framework for unsteady aerodynamic prediction of airfoils based on deep transfer learning

inferred← citeshttps://doi.org/10.1016/j.buildenv.2024.112259openalex-snapshot

Multi-point temperature or humidity prediction for office building indoor environment based on CGC-BiLSTM deep neural network

inferred← citeshttps://doi.org/10.1016/j.ces.2024.121087openalex-snapshot

A modular transfer learning approach for complex chemical process network modeling

inferred← citeshttps://doi.org/10.1016/j.chb.2025.108849openalex-snapshot

How does physician stress impact knowledge-sharing behaviors?Evidence from online physician communities

inferred← citeshttps://doi.org/10.1016/j.cie.2024.110011openalex-snapshot

Dynamic ensemble of regression neural networks based on predictive uncertainty

inferred← citeshttps://doi.org/10.1016/j.cja.2025.103812openalex-snapshot

Multi-task hierarchical network for semantic understanding of air traffic controller-pilot communication

inferred← citeshttps://doi.org/10.1016/j.compag.2024.108790openalex-snapshot

A novel cascaded multi-task method for crop prescription recommendation based on electronic medical record

inferred← citeshttps://doi.org/10.1016/j.compbiomed.2024.108549openalex-snapshot

A novel multi-task learning network for skin lesion classification based on multi-modal clues and label-level fusion

inferred← citeshttps://doi.org/10.1016/j.compeleceng.2023.108780openalex-snapshot

Intensive Care Unit readmission prediction with correlation enhanced multi-task learning

inferred← citeshttps://doi.org/10.1016/j.compgeo.2026.108472openalex-snapshot

Physics-consistent multi-module and multi-branch neural networks for hydro-mechanical coupling in soils

inferred← citeshttps://doi.org/10.1016/j.cor.2024.106738openalex-snapshot

LG-GNN: Local and Global Information-aware Graph Neural Network for default detection

inferred← citeshttps://doi.org/10.1016/j.csl.2024.101625openalex-snapshot

A novel Chinese–Tibetan mixed-language rumor detector with multi-extractor representations

inferred← citeshttps://doi.org/10.1016/j.displa.2026.103660openalex-snapshot

Condition-gated multi-scale fusion for multi-dimensional text-to-3D quality assessment

inferred← citeshttps://doi.org/10.1016/j.ecmx.2025.101346openalex-snapshot

A novel multi-task learning framework TBM with shared and task-specific features fusion in regional wind-solar-load joint forecasting

inferred← citeshttps://doi.org/10.1016/j.ejor.2026.09.010openalex-snapshot

Multi-objective online convex optimization via joint gradient descent

inferred← citeshttps://doi.org/10.1016/j.enconman.2023.117715openalex-snapshot

Regional wind-photovoltaic combined power generation forecasting based on a novel multi-task learning framework and TPA-LSTM

inferred← citeshttps://doi.org/10.1016/j.enconman.2024.119441openalex-snapshot

Climate-adaptive low-carbon design: Enhancing building performance and reducing emissions through a novel neural network approach

inferred← citeshttps://doi.org/10.1016/j.energy.2025.134744openalex-snapshot

Energy-saving control of multi-zone purification ventilation system based on a novel multi-task learning framework

inferred← citeshttps://doi.org/10.1016/j.energy.2025.136555openalex-snapshot

Estimation of battery state of health and open circuit voltage at various depths of discharge based on deep learning and relaxation voltage

inferred← citeshttps://doi.org/10.1016/j.engappai.2022.104856openalex-snapshot

Multi-node load forecasting based on multi-task learning with modal feature extraction

inferred← citeshttps://doi.org/10.1016/j.engappai.2024.108169openalex-snapshot

A Multi-User-Multi-Scenario-Multi-Mode aware network for personalized recommender systems

inferred← citeshttps://doi.org/10.1016/j.engappai.2025.112300openalex-snapshot

A lightweight wood defect segmentation network via multi-dimension boundary perception and guidance

inferred← citeshttps://doi.org/10.1016/j.engappai.2026.115892openalex-snapshot

Dynamic weighted mixture-of-experts physics-informed learning for real-time microchannel cooling field reconstruction

inferred← citeshttps://doi.org/10.1016/j.engappai.2026.116084openalex-snapshot

An advanced uncertainty-aware deep ensemble framework for multi-target quality prediction in industrial processes

inferred← citeshttps://doi.org/10.1016/j.engstruct.2024.119577openalex-snapshot

A multi-task machine learning approach for data efficient prediction of blast loading

inferred← citeshttps://doi.org/10.1016/j.engstruct.2025.122081openalex-snapshot

Prediction of seismic capacity limit states of corroded bridge piers considering climate change: A multi-task learning approach

inferred← citeshttps://doi.org/10.1016/j.eswa.2022.117650openalex-snapshot

A CWGAN-GP-based multi-task learning model for consumer credit scoring

inferred← citeshttps://doi.org/10.1016/j.eswa.2023.119951openalex-snapshot

Federated learning based driver recommendation for next generation transportation system

showing the first 200 of 1228

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