Title
Asynchronous RLHF: Faster and More Efficient Off-Policy RL for Language Models Michael Noukhovitch Shengyi Huang Sophie Xhonneux Arian Hosseini Rishabh Agarwal Rameswar Panda OffRL 85 6 0 23 Oct 2024
Towards Map-Agnostic Policies for Adaptive Informative Path Planning Julius Ruckin David Morilla-Cabello C. Stachniss Eduardo Montijano Marija Popović 38 0 0 22 Oct 2024
Rethinking Soft Actor-Critic in High-Dimensional Action Spaces: The Cost of Ignoring Distribution Shift Yanjun Chen Jiahui Geng Xianghui Wang Zhiqiang Xu Xiaoyu Shen Wei Zhang 19 0 0 22 Oct 2024
TF-DDRL: A Transformer-enhanced Distributed DRL Technique for Scheduling IoT Applications in Edge and Cloud Computing Environments Zhiyu Wang M. Goudarzi Rajkumar Buyya OffRL 35 3 0 18 Oct 2024
Mitigating Suboptimality of Deterministic Policy Gradients in Complex Q-functions Ayush Jain Norio Kosaka Xinhu Li Kyung-Min Kim Erdem Bıyık Joseph J. Lim OffRL 21 0 0 15 Oct 2024
SimBa: Simplicity Bias for Scaling Up Parameters in Deep Reinforcement Learning Hojoon Lee Dongyoon Hwang Donghu Kim Hyunseung Kim Jun Jet Tai K. Subramanian Peter R. Wurman Jaegul Choo Peter Stone Takuma Seno OffRL 78 7 0 13 Oct 2024
Retrieval-Augmented Decision Transformer: External Memory for In-context RL Thomas Schmied Fabian Paischer Vihang Patil M. Hofmarcher Razvan Pascanu Sepp Hochreiter OffRL 48 6 0 09 Oct 2024
Training Interactive Agent in Large FPS Game Map with Rule-enhanced Reinforcement Learning Chen Zhang Huan Hu Yuan Zhou Qiyang Cao Ruochen Liu Wenya Wei Elvis S. Liu AI4CE 27 0 0 07 Oct 2024
Breaking the mold: The challenge of large scale MARL specialization Stefan Juang Hugh Cao Arielle Zhou Ruochen Liu Nevin L. Zhang Elvis Liu 26 1 0 03 Oct 2024
Don't flatten, tokenize! Unlocking the key to SoftMoE's efficacy in deep RL Ghada Sokar J. Obando-Ceron Rameswar Panda Hugo Larochelle Pablo Samuel Castro MoE 165 2 0 02 Oct 2024
Autonomous Network Defence using Reinforcement Learning Myles Foley Chris Hicks Kate Highnam V. Mavroudis AAML 21 29 0 26 Sep 2024
Exploring Semantic Clustering in Deep Reinforcement Learning for Video Games Liang Zhang Justin Lieffers A. Pyarelal 29 0 0 25 Sep 2024
The unknotting number, hard unknot diagrams, and reinforcement learning Taylor Applebaum Sam Blackwell Alex Davies Thomas Edlich András Juhász Marc Lackenby Nenad Tomašev Daniel Zheng 21 3 0 13 Sep 2024
DemoStart: Demonstration-led auto-curriculum applied to sim-to-real with multi-fingered robots Maria Bauzá José Enrique Chen Valentin Dalibard Nimrod Gileadi Roland Hafner ... Martin Riedmiller Jon Scholz Konstantinos Bousmalis Francesco Nori Nicolas Heess 34 5 0 10 Sep 2024
Real-Time Recurrent Learning using Trace Units in Reinforcement Learning Esraa Elelimy Adam White Michael Bowling Martha White OffRL 40 2 0 02 Sep 2024
Semantically Controllable Augmentations for Generalizable Robot Learning Zoey Chen Zhao Mandi Homanga Bharadhwaj Mohit Sharma Shuran Song Abhishek Gupta Vikash Kumar LM&Ro 37 5 0 02 Sep 2024
Efficient Exploration and Discriminative World Model Learning with an Object-Centric Abstraction Anthony GX-Chen Kenneth Marino Rob Fergus OCL 60 1 0 21 Aug 2024
D5RL: Diverse Datasets for Data-Driven Deep Reinforcement Learning Rafael Rafailov Kyle Hatch Anikait Singh Laura Smith Aviral Kumar ... Victor Kolev Philip J. Ball Jiajun Wu Chelsea Finn Sergey Levine OffRL 34 3 0 15 Aug 2024
An Introduction to Reinforcement Learning: Fundamental Concepts and Practical Applications Majid Ghasemi Amir Hossein Moosavi Ibrahim Sorkhoh Anjali Agrawal Fadi Alzhouri Dariush Ebrahimi OffRL 52 0 0 13 Aug 2024
Reinforcement Learning based Workflow Scheduling in Cloud and Edge Computing Environments: A Taxonomy, Review and Future Directions Amanda Jayanetti Saman K. Halgamuge Rajkumar Buyya 20 0 0 06 Aug 2024
Enabling High Data Throughput Reinforcement Learning on GPUs: A Domain Agnostic Framework for Data-Driven Scientific Research Tian Lan Huan Wang Caiming Xiong Silvio Savarese AI4CE 34 0 0 01 Aug 2024
How to Choose a Reinforcement-Learning Algorithm Fabian Bongratz Vladimir Golkov Lukas Mautner Luca Della Libera Frederik Heetmeyer Felix Czaja Julian Rodemann Daniel Cremers 34 1 0 30 Jul 2024
SAPG: Split and Aggregate Policy Gradients Jayesh Singla Ananye Agarwal Deepak Pathak OffRL OnRL 42 3 0 29 Jul 2024
Dataset Distillation for Offline Reinforcement Learning Jonathan Light Yuanzhe Liu Ziniu Hu DD 40 2 0 29 Jul 2024
NAVIX: Scaling MiniGrid Environments with JAX Eduardo Pignatelli Jarek Liesen R. T. Lange Chris Xiaoxuan Lu Pablo Samuel Castro Laura Toni 45 3 0 28 Jul 2024
The Cross-environment Hyperparameter Setting Benchmark for Reinforcement Learning Andrew Patterson Samuel Neumann Raksha Kumaraswamy Martha White Adam White 26 2 0 26 Jul 2024
Proximal Policy Distillation Giacomo Spigler OffRL 28 1 0 21 Jul 2024
Instruction Following with Goal-Conditioned Reinforcement Learning in Virtual Environments Zoya Volovikova A. Skrynnik Petr Kuderov Aleksandr I. Panov LLMAG LM&Ro 49 1 0 12 Jul 2024
Structural Design Through Reinforcement Learning Thomas Rochefort-Beaudoin Aurelian Vadean Niels Aage S. Achiche AI4CE 31 0 0 10 Jul 2024
Generalizing soft actor-critic algorithms to discrete action spaces Le Zhang Yong Gu Xin Zhao Yanshuo Zhang Shu Zhao Yifei Jin Xinxin Wu 34 0 0 08 Jul 2024
Mobile-Bench: An Evaluation Benchmark for LLM-based Mobile Agents Shihan Deng Weikai Xu Hongda Sun Wei Liu Tao Tan ... Ang Li Jian Luan Bin Wang Rui Yan Shuo Shang LLMAG 52 8 0 01 Jul 2024
SiT: Symmetry-Invariant Transformers for Generalisation in Reinforcement Learning Matthias Weissenbacher Rishabh Agarwal Yoshinobu Kawahara OffRL 34 1 0 21 Jun 2024
Advantage Alignment Algorithms Juan Agustin Duque Milad Aghajohari Tim Cooijmans Tianyu Zhang Rameswar Panda Gauthier Gidel Aaron Courville 30 0 0 20 Jun 2024
Explore-Go: Leveraging Exploration for Generalisation in Deep Reinforcement Learning Max Weltevrede Felix Kaubek M. Spaan Wendelin Bohmer 57 0 0 12 Jun 2024
PufferLib: Making Reinforcement Learning Libraries and Environments Play Nice Joseph Suarez AI4CE 51 2 0 11 Jun 2024
World Models with Hints of Large Language Models for Goal Achieving Zeyuan Liu Ziyu Huan Xiyao Wang Jiafei Lyu Jian Tao Xiu Li Furong Huang Huazhe Xu LM&Ro LRM AI4CE 48 1 0 11 Jun 2024
Massively Multiagent Minigames for Training Generalist Agents Kyoung Whan Choe Ryan Sullivan Joseph Suárez AI4CE 34 0 0 07 Jun 2024
Transductive Off-policy Proximal Policy Optimization Yaozhong Gan Renye Yan Xiaoyang Tan Zhe Wu Junliang Xing OffRL 29 2 0 06 Jun 2024
A Bayesian Approach to Online Planning Nir Greshler David Ben-Eli Carmel Rabinovitz Gabi Guetta Liran Gispan Guy Zohar Aviv Tamar 23 0 0 04 Jun 2024
Learning-based legged locomotion; state of the art and future perspectives Sehoon Ha Joonho Lee M. van de Panne Zhaoming Xie Wenhao Yu Majid Khadiv 47 17 0 03 Jun 2024
FuRL: Visual-Language Models as Fuzzy Rewards for Reinforcement Learning Yuwei Fu Haichao Zhang Di Wu Wei Xu Benoit Boulet VLM 34 12 0 02 Jun 2024
RLeXplore: Accelerating Research in Intrinsically-Motivated Reinforcement Learning Mingqi Yuan Roger Creus Castanyer Bo Li Xin Jin Glen Berseth Wenjun Zeng 40 0 0 29 May 2024
Highway Reinforcement Learning Yuhui Wang M. Strupl Francesco Faccio Qingyuan Wu Haozhe Liu Michal Grudzieñ Xiaoyang Tan Jürgen Schmidhuber OffRL 39 4 0 28 May 2024
Fast TRAC: A Parameter-Free Optimizer for Lifelong Reinforcement Learning Aneesh Muppidi Zhiyu Zhang Heng Yang 39 4 0 26 May 2024
Pausing Policy Learning in Non-stationary Reinforcement Learning Hyunin Lee Ming Jin Javad Lavaei Somayeh Sojoudi OffRL 41 2 0 25 May 2024
Neural Network Compression for Reinforcement Learning Tasks Dmitry A. Ivanov D. Larionov Oleg V. Maslennikov V. Voevodin OffRL AI4CE 55 0 0 13 May 2024
A Methodology-Oriented Study of Catastrophic Forgetting in Incremental Deep Neural Networks Ashutosh Kumar Sonali Agarwal D. J. Hemanth 43 0 0 11 May 2024
The Curse of Diversity in Ensemble-Based Exploration Zhixuan Lin P. DÓro Evgenii Nikishin Rameswar Panda 44 1 0 07 May 2024
Is Sora a World Simulator? A Comprehensive Survey on General World Models and Beyond Zheng Zhu Xiaofeng Wang Wangbo Zhao Chen Min Nianchen Deng ... Dawei Zhao Liang Xiao Jian-jun Zhao Jiwen Lu Guan Huang VGen LM&Ro 87 38 0 06 May 2024
Off-OAB: Off-Policy Policy Gradient Method with Optimal Action-Dependent Baseline Wenjia Meng Qian Zheng Long Yang Yilong Yin Gang Pan OffRL 34 0 0 04 May 2024