AI Agent - arXivDaily 专题

2306.10695 2023-06-21 cs.LG cs.AI cs.CV 62%

SeMAIL: Eliminating Distractors in Visual Imitation via Separated Models

Shenghua Wan, Yucen Wang, Minghao Shao, Ruying Chen, De-Chuan Zhan

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

Comments 18 pages, 7 figures

2304.09349 2023-06-13 cs.AI cs.CL cs.RO 62%

LLM as A Robotic Brain: Unifying Egocentric Memory and Control

Jinjie Mai, Jun Chen, Bing Li, Guocheng Qian, Mohamed Elhoseiny, Bernard Ghanem

专题命中记忆与上下文管理：planning(abstract)；分类 cs.AI、cs.CL

Comments This early project is now integrated to: Mindstorms in Natural Language-Based Societies of Mind, arXiv:2305.17066

2305.09943 2023-06-12 cs.LG cs.AI cs.RO 62%

Demonstration-free Autonomous Reinforcement Learning via Implicit and Bidirectional Curriculum

Jigang Kim, Daesol Cho, H. Jin Kim

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

Comments ICML 2023, first two authors contributed equally

2306.00751 2023-06-02 cs.CL cs.LG 62%

Differentiable Tree Operations Promote Compositional Generalization

Paul Soulos, Edward Hu, Kate McCurdy, Yunmo Chen, Roland Fernandez, Paul Smolensky, Jianfeng Gao

专题命中记忆与上下文管理：agent(abstract)；分类 cs.CL、cs.LG

Comments ICML 2023. Code available at https://github.com/psoulos/dtm

2010.02756 2023-06-01 cs.LG cs.AI 62%

Learning Diverse Options via InfoMax Termination Critic

Yuji Kanagawa, Tomoyuki Kaneko

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

Comments Rejected from ICLR 2022. See https://openreview.net/forum?id=UTTrevGchy for reviews

2305.16334 2023-05-29 cs.CL cs.AI 62%

OlaGPT: Empowering LLMs With Human-like Problem-Solving Abilities

Yuanzhen Xie, Tao Xie, Mingxiong Lin, WenTao Wei, Chenglin Li, Beibei Kong, Lei Chen, Chengxiang Zhuo, Bo Hu, Zang Li

专题命中记忆与上下文管理：tool use(abstract)；分类 cs.AI、cs.CL

2304.10770 2023-05-19 cs.LG cs.AI cs.IT math.IT 62%

DEIR: Efficient and Robust Exploration through Discriminative-Model-Based Episodic Intrinsic Rewards

Shanchuan Wan, Yujin Tang, Yingtao Tian, Tomoyuki Kaneko

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

Comments Accepted as a conference paper to the 32nd International Joint Conference on Artificial Intelligence (IJCAI-23)

2212.11636 2023-05-18 cs.LG cs.AI 62%

Towards Causal Credit Assignment

Mátyás Schubert

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

Comments In case I write a paper about this thesis, I do not want them to be duplicates of each other

2305.04432 2023-05-09 cs.LG cs.AI 62%

Goal-oriented inference of environment from redundant observations

Kazuki Takahashi, Tomoki Fukai, Yutaka Sakai, Takashi Takekawa

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

Comments 15 pages, 7 figures

2305.00654 2023-05-03 cs.LG cs.AI 62%

Representations and Exploration for Deep Reinforcement Learning using Singular Value Decomposition

Yash Chandak, Shantanu Thakoor, Zhaohan Daniel Guo, Yunhao Tang, Remi Munos, Will Dabney, Diana L Borsa

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

Comments Accepted at the 40th International Conference on Machine Learning (ICML 2023)

2304.14493 2023-05-01 cs.CV cs.AI cs.LG cs.RO 62%

Symmetry and Complexity in Object-Centric Deep Active Inference Models

Stefano Ferraro, Toon Van de Maele, Tim Verbelen, Bart Dhoedt

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

2304.12204 2023-04-25 cs.CV cs.AI cs.LG 62%

Multipar-T: Multiparty-Transformer for Capturing Contingent Behaviors in Group Conversations

Dong Won Lee, Yubin Kim, Rosalind Picard, Cynthia Breazeal, Hae Won Park

专题命中记忆与上下文管理：AI agent(abstract)；分类 cs.AI、cs.LG

Comments 7 pages, 4 figures, IJCAI

2304.10098 2023-04-25 cs.LG cs.AI 62%

Two-Memory Reinforcement Learning

Zhao Yang, Thomas. M. Moerland, Mike Preuss, Aske Plaat

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

2304.07219 2023-04-17 cs.LG cs.AI 62%

Model Predictive Control with Self-supervised Representation Learning

Jonas Matthies, Muhammad Burhan Hafez, Mostafa Kotb, Stefan Wermter

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

2304.00252 2023-04-11 cs.LG cs.AI cs.CR 62%

Recover Triggered States: Protect Model Against Backdoor Attack in Reinforcement Learning

Hao Chen, Chen Gong, Yizhe Wang, Xinwen Hou

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

2304.00046 2023-04-04 cs.LG cs.AI 62%

Accelerating exploration and representation learning with offline pre-training

Bogdan Mazoure, Jake Bruce, Doina Precup, Rob Fergus, Ankit Anand

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

2303.01673 2023-03-10 cs.DS cs.AI cs.LG 62%

Near Optimal Memory-Regret Tradeoff for Online Learning

Binghui Peng, Aviad Rubinstein

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

2205.12258 2023-02-22 cs.LG cs.CL stat.ML 62%

History Compression via Language Models in Reinforcement Learning

Fabian Paischer, Thomas Adler, Vihang Patil, Angela Bitto-Nemling, Markus Holzleitner, Sebastian Lehner, Hamid Eghbal-zadeh, Sepp Hochreiter

专题命中记忆与上下文管理：agent(abstract)；分类 cs.CL、cs.LG

Comments ICML 2022

2110.12810 2023-02-22 cs.LG cs.AI 62%

Learning What to Memorize: Using Intrinsic Motivation to Form Useful Memory in Partially Observable Reinforcement Learning

Alper Demir

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

Comments Acknowledgements are added. Appl Intell (2023)

2111.02574 2023-02-21 cs.CL cs.LG 62%

Contextual Semantic Parsing for Multilingual Task-Oriented Dialogues

Mehrad Moradshahi, Victoria Tsai, Giovanni Campagna, Monica S. Lam

专题命中记忆与上下文管理：agent(abstract)；分类 cs.CL、cs.LG

Comments Published in EACL 2023

2302.08734 2023-02-20 cs.AI cs.LG 62%

A State Augmentation based approach to Reinforcement Learning from Human Preferences

Mudit Verma, Subbarao Kambhampati

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

Comments R2HCAI, AAAI 2023

1706.03741 2023-02-20 stat.ML cs.AI cs.HC cs.LG 62%

Deep reinforcement learning from human preferences

Paul Christiano, Jan Leike, Tom B. Brown, Miljan Martic, Shane Legg, Dario Amodei

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

2302.03851 2023-02-09 cs.LG cs.SE 62%

ED-Batch: Efficient Automatic Batching of Dynamic Neural Networks via Learned Finite State Machines

Siyuan Chen, Pratik Fegade, Tianqi Chen, Phillip B. Gibbons, Todd C. Mowry

专题命中记忆与上下文管理：planning(abstract)；分类 cs.LG、cs.SE

2209.13046 2023-01-31 cs.LG cs.AI 62%

Understanding Hindsight Goal Relabeling from a Divergence Minimization Perspective

Lunjun Zhang, Bradly C. Stadie

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

2206.11889 2023-01-10 cs.LG cs.AI cs.SY eess.SY math.OC stat.ML 62%

Provably Efficient Model-Free Constrained RL with Linear Function Approximation

Arnob Ghosh, Xingyu Zhou, Ness Shroff

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

Comments Accepted and Published at the 36th Neural Information Processing Systems (NeurIPS'22). Section J (where different episodes may start from different states) is added in this version

2210.05805 2023-01-06 cs.LG cs.AI 62%

Exploration via Elliptical Episodic Bonuses

Mikael Henaff, Roberta Raileanu, Minqi Jiang, Tim Rocktäschel

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

2004.04954 2023-01-06 cs.CV cs.AI cs.LG cs.RO 62%

Learning to Visually Navigate in Photorealistic Environments Without any Supervision

Lina Mezghani, Sainbayar Sukhbaatar, Arthur Szlam, Armand Joulin, Piotr Bojanowski

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

2110.06206 2023-01-05 cs.LG cs.AI 62%

StARformer: Transformer with State-Action-Reward Representations for Visual Reinforcement Learning

Jinghuan Shang, Kumara Kahatapitiya, Xiang Li, Michael S. Ryoo

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

Comments Accepted to ECCV 2022. Our code is available at https://github.com/elicassion/StARformer

2212.06988 2022-12-15 cs.LG cs.AI 62%

Efficient Exploration in Resource-Restricted Reinforcement Learning

Zhihai Wang, Taoxing Pan, Qi Zhou, Jie Wang

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

Comments Accepted to AAAI 2023

2212.02125 2022-12-06 stat.ML cs.AI cs.LG 62%

TD3 with Reverse KL Regularizer for Offline Reinforcement Learning from Mixed Datasets

Yuanying Cai, Chuheng Zhang, Li Zhao, Wei Shen, Xuyun Zhang, Lei Song, Jiang Bian, Tao Qin, Tieyan Liu

专题命中记忆与上下文管理：agent(abstract)；分类 cs.AI、cs.LG

Comments Accepted by ICDM-22 (Best Student Paper Runner-Up Awards)

1. 记忆与上下文管理 4753 篇

SeMAIL: Eliminating Distractors in Visual Imitation via Separated Models

LLM as A Robotic Brain: Unifying Egocentric Memory and Control

Demonstration-free Autonomous Reinforcement Learning via Implicit and Bidirectional Curriculum

Differentiable Tree Operations Promote Compositional Generalization

Learning Diverse Options via InfoMax Termination Critic

OlaGPT: Empowering LLMs With Human-like Problem-Solving Abilities

DEIR: Efficient and Robust Exploration through Discriminative-Model-Based Episodic Intrinsic Rewards

Towards Causal Credit Assignment

Goal-oriented inference of environment from redundant observations

Representations and Exploration for Deep Reinforcement Learning using Singular Value Decomposition

Symmetry and Complexity in Object-Centric Deep Active Inference Models

Multipar-T: Multiparty-Transformer for Capturing Contingent Behaviors in Group Conversations

Two-Memory Reinforcement Learning

Model Predictive Control with Self-supervised Representation Learning

Recover Triggered States: Protect Model Against Backdoor Attack in Reinforcement Learning

Accelerating exploration and representation learning with offline pre-training

Near Optimal Memory-Regret Tradeoff for Online Learning

History Compression via Language Models in Reinforcement Learning

Learning What to Memorize: Using Intrinsic Motivation to Form Useful Memory in Partially Observable Reinforcement Learning

Contextual Semantic Parsing for Multilingual Task-Oriented Dialogues

A State Augmentation based approach to Reinforcement Learning from Human Preferences

Deep reinforcement learning from human preferences

ED-Batch: Efficient Automatic Batching of Dynamic Neural Networks via Learned Finite State Machines

Understanding Hindsight Goal Relabeling from a Divergence Minimization Perspective

Provably Efficient Model-Free Constrained RL with Linear Function Approximation

Exploration via Elliptical Episodic Bonuses

Learning to Visually Navigate in Photorealistic Environments Without any Supervision

StARformer: Transformer with State-Action-Reward Representations for Visual Reinforcement Learning

Efficient Exploration in Resource-Restricted Reinforcement Learning

TD3 with Reverse KL Regularizer for Offline Reinforcement Learning from Mixed Datasets