Read and Reap the Rewards: Learning to Play Atari with the Help of Instruction Manuals

9 February 2023

Papers citing "Read and Reap the Rewards: Learning to Play Atari with the Help of Instruction Manuals"

40 / 40 papers shown

Title
AED: Automatic Discovery of Effective and Diverse Vulnerabilities for Autonomous Driving Policy with Large Language Models Le Qiu Zelai Xu Qixin Tan Wenhao Tang Chao-Hua Yu Yu Wang AAML 38 0 0 24 Mar 2025
Towards Automated Semantic Interpretability in Reinforcement Learning via Vision-Language Models Zhaoxin Li Zhang Xi-Jia Batuhan Altundas Letian Chen Rohan R. Paleja Matthew C. Gombolay OffRL 41 0 0 20 Mar 2025
APF+: Boosting adaptive-potential function reinforcement learning methods with a W-shaped network for high-dimensional games Yifei Chen Lambert Schomaker 31 0 0 17 Mar 2025
Zero-shot Model-based Reinforcement Learning using Large Language Models Abdelhakim Benechehab Youssef Attia El Hili Ambroise Odonnat Oussama Zekri Albert Thomas Giuseppe Paolo Maurizio Filippone I. Redko Balázs Kégl OffRL 62 1 0 17 Feb 2025
From Laws to Motivation: Guiding Exploration through Law-Based Reasoning and Rewards Ziyu Chen Zhiqing Xiao Xinbei Jiang Junbo Zhao 75 0 0 24 Nov 2024
Online Intrinsic Rewards for Decision Making Agents from Large Language Model Feedback Qinqing Zheng Mikael Henaff Amy Zhang Aditya Grover Brandon Amos LLMAG OffRL 29 3 0 30 Oct 2024
Enhancing Two-Player Performance Through Single-Player Knowledge Transfer: An Empirical Study on Atari 2600 Games Kimiya Saadat Richard Zhao 19 0 0 22 Oct 2024
Interpretable end-to-end Neurosymbolic Reinforcement Learning agents Nils Grandien Quentin Delfosse Kristian Kersting OffRL 27 2 0 18 Oct 2024
From Reward Shaping to Q-Shaping: Achieving Unbiased Learning with LLM-Guided Knowledge Xiefeng Wu OffRL 34 1 0 02 Oct 2024
Assessing the Zero-Shot Capabilities of LLMs for Action Evaluation in RL Eduardo Pignatelli Johan Ferret Tim Rockäschel Edward Grefenstette Davide Paglieri Samuel Coward Laura Toni 38 2 0 19 Sep 2024
How Well Can Vision Language Models See Image Details? Chenhui Gou Abdulwahab Felemban Faizan Farooq Khan Deyao Zhu Jianfei Cai Hamid Rezatofighi Mohamed Elhoseiny VLM MLLM 47 4 0 07 Aug 2024
Enhancing Agent Learning through World Dynamics Modeling Zhiyuan Sun Haochen Shi Marc-Alexandre Côté Glen Berseth Xingdi Yuan Bang Liu 47 3 0 25 Jul 2024
LLaRA: Supercharging Robot Learning Data for Vision-Language Policy Xiang Li Cristina Mata J. Park Kumara Kahatapitiya Yoo Sung Jang ... Kanchana Ranasinghe R. Burgert Mu Cai Yong Jae Lee Michael S. Ryoo LM&Ro 62 25 0 28 Jun 2024
OCALM: Object-Centric Assessment with Language Models Timo Kaufmann Jannis Blüml Antonia Wüst Quentin Delfosse Kristian Kersting Eyke Hüllermeier LM&Ro LRM 34 1 0 24 Jun 2024
VLM Agents Generate Their Own Memories: Distilling Experience into Embodied Programs of Thought Gabriel H. Sarch Lawrence Jang Michael J. Tarr William W. Cohen Kenneth Marino Katerina Fragkiadaki LLMAG 36 8 0 20 Jun 2024
Enhancing Q-Learning with Large Language Model Heuristics Xiefeng Wu LRM 32 0 0 06 May 2024
AgentKit: Flow Engineering with Graphs, not Coding Yue Wu Yewen Fan So Yeon Min Shrimai Prabhumoye Stephen Marcus McAleer Yonatan Bisk Ruslan Salakhutdinov Yuanzhi Li Tom Michael Mitchell AI4CE 35 0 0 17 Apr 2024
Towards a Research Community in Interpretable Reinforcement Learning: the InterpPol Workshop Hector Kohler Quentin Delfosse Paul Festor Philippe Preux 27 0 0 16 Apr 2024
Survey on Large Language Model-Enhanced Reinforcement Learning: Concept, Taxonomy, and Methods Yuji Cao Huan Zhao Yuheng Cheng Ting Shu Guolong Liu Gaoqi Liang Junhua Zhao Yun Li LLMAG KELM OffRL LM&Ro 29 48 0 30 Mar 2024
Read to Play (R2-Play): Decision Transformer with Multimodal Game Instruction Yonggang Jin Ge Zhang Hao Zhao Tianyu Zheng Jiawei Guo Liuyu Xiang Shawn Yue Stephen W. Huang Zhaofeng He Jie Fu OffRL 27 4 0 06 Feb 2024
Language-Guided World Models: A Model-Based Approach to AI Control Alex Zhang Khanh Nguyen Jens Tuyls Albert Lin Karthik Narasimhan LLMAG 29 5 0 24 Jan 2024
Towards Socially and Morally Aware RL agent: Reward Design With LLM Zhaoyue Wang 12 2 0 23 Jan 2024
Interpretable Concept Bottlenecks to Align Reinforcement Learning Agents Quentin Delfosse Sebastian Sztwiertnia M. Rothermel Wolfgang Stammer Kristian Kersting 41 18 0 11 Jan 2024
Open-Ended Instructable Embodied Agents with Memory-Augmented Large Language Models Gabriel H. Sarch Yue Wu Michael J. Tarr Katerina Fragkiadaki LM&Ro LLMAG 19 18 0 23 Oct 2023
SmartPlay: A Benchmark for LLMs as Intelligent Agents Yue Wu Xuan Tang Tom Michael Mitchell Yuanzhi Li ELM LLMAG 27 63 0 02 Oct 2023
Intrinsic Language-Guided Exploration for Complex Long-Horizon Robotic Manipulation Tasks Wenke Huang Filippos Christianos Zhibin Li 27 8 0 28 Sep 2023
Text2Reward: Reward Shaping with Language Models for Reinforcement Learning Tianbao Xie Siheng Zhao Chen Henry Wu Yitao Liu Qian Luo Victor Zhong Yanchao Yang Tao Yu LM&Ro 34 48 0 20 Sep 2023
Semantic HELM: A Human-Readable Memory for Reinforcement Learning Fabian Paischer Thomas Adler M. Hofmarcher Sepp Hochreiter 16 9 0 15 Jun 2023
OCAtari: Object-Centric Atari 2600 Reinforcement Learning Environments Quentin Delfosse Jannis Blüml Bjarne Gregori Sebastian Sztwiertnia Kristian Kersting 38 17 0 14 Jun 2023
Large Language Models as Tax Attorneys: A Case Study in Legal Capabilities Emergence John J. Nay David Karamardian Sarah Lawsky Wenting Tao Meghana Moorthy Bhat Raghav Jain Aaron Travis Lee Jonathan H. Choi Jungo Kasai ELM AILaw 19 56 0 12 Jun 2023
Towards Generalist Robots: A Promising Paradigm via Generative Simulation Zhou Xian Théophile Gervet Zhenjia Xu Yi-Ling Qiao Tsun-Hsuan Wang Yian Wang LM&Ro 52 7 0 17 May 2023
Plan, Eliminate, and Track -- Language Models are Good Teachers for Embodied Agents Yu-Chih Chen So Yeon Min Chase Davis Ruslan Salakhutdinov A. Azaria Yuan-Fang Li Tom Michael Mitchell A. Bovik LM&Ro LLMAG 70 32 0 03 May 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 248 2,232 0 22 Mar 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 293 4,077 0 24 May 2022
Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners Zhenhailong Wang Manling Li Ruochen Xu Luowei Zhou Jie Lei ... Chenguang Zhu Derek Hoiem Shih-Fu Chang Mohit Bansal Heng Ji MLLM VLM 170 137 0 22 May 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 390 4,124 0 28 Jan 2022
FILM: Following Instructions in Language with Modular Methods So Yeon Min Devendra Singh Chaplot Pradeep Ravikumar Yonatan Bisk Ruslan Salakhutdinov LM&Ro 204 159 0 12 Oct 2021
Adaptive Rational Activations to Boost Deep Reinforcement Learning Quentin Delfosse P. Schramowski Martin Mundt Alejandro Molina Kristian Kersting 29 14 0 18 Feb 2021
Grounding Language to Entities and Dynamics for Generalization in Reinforcement Learning H. Wang Victor Zhong Karthik Narasimhan 76 53 0 19 Jan 2021
Deep Reinforcement Learning for Autonomous Driving: A Survey B. R. Kiran Ibrahim Sobh V. Talpaert Patrick Mannion A. A. Sallab S. Yogamani P. Pérez 143 1,628 0 02 Feb 2020