Multi-Task Reinforcement Learning

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4 papers in the last 28 days · 0.1% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

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Period ending 2026-09-21

1 new paper

A weekly snapshot of new work published in Multi-Task Reinforcement Learning.

Period ending 2026-09-07

3 new papers

A weekly snapshot of new work published in Multi-Task Reinforcement Learning.

24 papers

Latest in Multi-Task Reinforcement Learning

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  1. Multitask Reinforcement Learning for Assisting Choice Model Specification

    Sep 16, 2026Gabriel Nova, Stephane Hess, Sander Van CranenburghMulti-Task Reinforcement LearningProcess Reward Modeling

  2. WiSDoM: Wireless Sparse Decision Transformer with Mixture-of-Experts for Multi-Task Mobile Network Optimization

    Aug 31, 2026Fatih Temiz, Shavbo Salehi, Melike Erol-KantarciOpen Radio Access NetworksMulti-Task Reinforcement Learning

  3. T3S: Improving Multi-Task Reinforcement Learning with Task-Specific Feature Selector and Scheduler

    Aug 31, 2026Yuanqiang Yu, Tianpei Yang, Yongliang Lv +2Multi-Task Reinforcement LearningMulti--Task Learning

  4. PAC: Progress-Augmented Advantage Curriculum for Multi-Task Reinforcement Learning of LLMs

    Aug 31, 2026Yuanqiang Yu, Yanzhao Zheng, Zhentao Zhang +8Large Language Model Post-TrainingMulti-Task Reinforcement Learning

  5. SFT Conflicts, RL Coexists: A Theoretical and Empirical Analysis of Multi-Task Learning for LLMs

    Aug 4, 2026Kejian Zhu, Zhuoran Jin, Shangqing Tu +5Multi-Task Reinforcement LearningMulti--Task Learning

  6. SMOPD: Multi-Reward Reinforcement Learning via Specialize-and-Merge Online Policy Distillation

    Aug 4, 2026Wen Wang, Jiahua Bao, Tu Yongsiqi +8Sparse RewardsGroup Relative Policy Optimization

  7. Learning Adaptive Multi-Task Guidance, Navigation, and Control via Hypernetworks

    Jul 27, 2026Ricard Marsal I Castan, Aman Arora, Antoine Richard +3Multi-Task Reinforcement LearningAerial Robots

  8. Enough is as good as a feast: A Comprehensive Analysis of How Reinforcement Learning Mitigates Task Conflicts in LLMs

    Jul 24, 2026Zixuan Ren, Jinliang Lu, Junhong Wu +5Model MergingMulti-Task Reinforcement Learning

  9. When Model Merging Rivals Joint Multi-Task Reinforcement Learning: A Task-Vector Geometry Analysis

    Jul 17, 2026S. Aaron McClendonModel MergingMulti-Task Reinforcement Learning

  10. Infinity-Parser2 Technical Report

    Jul 8, 2026Zuming Huang, Jun Huang, Kexuan Ren +12Multimodal DocumentsDeepseek-Ocr

  11. Entropy Pacing Policy Optimization for Multi-Task Agentic Reinforcement Learning

    Jul 8, 2026Zetian Hu, Shunyu Liu, Junjie Zhang +4Multi-Task Reinforcement LearningExploration-Exploitation Dilemma

  12. Towards Scalable Multi-Task Reinforcement Learning with Large Decision Models

    Jun 23, 2026Thibaut KulakMulti-Task Reinforcement LearningMulti-Agent Reinforcement Learning

  13. CTS-MoE: Implicit Terrain Adaptation via Mixture-of-Experts for Perceptive Locomotion

    Jun 17, 2026Francisco Affonso, Matheus P. Angarola, Ana Luiza Mineiro +3Perceptive Locomotion PoliciesTerrain

  14. Knowledge Reutilization in Meta-Reinforcement Learning

    Jun 16, 2026Yuan Meng, Bo Wang, Juan de los Rios Ruiz +4Multi-Task Reinforcement LearningReusable Skills

  15. Energy-Efficient Arm Reaching for a Humanoid Robot via Deep Reinforcement Learning with Identified Power Models

    Jun 14, 2026Nestor N. Deniz, Simon Parsons, Fernando Auat CheeinDeep Reinforcement LearningMulti-Task Reinforcement Learning

  16. Learning to Adapt: Representation-Based Reinforcement Learning for Multi-Task Skill Transfer

    Jun 11, 2026Aryan Naveen, Haitong Ma, Haldun Balim +1Multi-Task Reinforcement LearningUnseen-Task Adaptation

  17. Representation Learning Enables Scalable Multitask Deep Reinforcement Learning

    Jun 4, 2026Johan Obando-Ceron, Lu Li, Scott Fujimoto +3Multi-Task Reinforcement LearningDeep Reinforcement Learning

  18. GPU-Parallel Multi-Task Reinforcement Learning with Demonstration Guided Policy Optimization

    Jun 2, 2026Rui Zhang, Qiwei Wu, Zhengyu Zhang +5Multi-Task Reinforcement LearningMulti-Objective Policy Optimization

  19. Distributionally Robust Multi-Task Reinforcement Learning via Adaptive Task Sampling

    May 14, 2026Nicholas E. Corrado, Wenyuan Huang, Josiah P. HannaMulti-Task Reinforcement LearningAdaptive Sampling

  20. TOPPO: Rethinking PPO for Multi-Task Reinforcement Learning with Critic Balancing

    May 12, 2026Yuanpeng Li, Gefei Lin, Annie Qu +1Multi-Task Reinforcement LearningProximal Policy Optimization

  21. Schedule-and-Calibrate: Utility-Guided Multi-Task Reinforcement Learning for Code LLMs

    May 7, 2026Yujia Chen, Yang Ye, Xiao Chu +2Multi-Task Reinforcement LearningAgentic Reinforcement-Learning Framework

  22. Multi-action Tangled Program Graphs for Multi-task Reinforcement Learning with Continuous Control

    Apr 28, 2026Quentin Vacher, Nicolas Beuve, Mickaël Dardaillon +1Multi-Task Reinforcement LearningGenetic Algorithms

  23. Task-specific Subnetwork Discovery in Reinforcement Learning for Autonomous Underwater Navigation

    Apr 23, 2026Yi-Ling Liu, Melvin Laux, Mariela De Lucas Alvarez +2Multi-Task Reinforcement LearningAutonomous Underwater Vehicles

  24. Enabling Energy-Efficient Simultaneous Multi-Task Reinforcement Learning through Spiking Neural Networks with Active Dendrites for Bio-inspired Generalist Agents

    Dec 6, 2024Rachmad Vidya Wicaksana Putra, Avaneesh Devkota, Muhammad ShafiqueMulti-Task Reinforcement LearningSpiking Neural Networks