Towards mental time travel: a hierarchical memory for reinforcement learning agents

28 May 2021

Papers citing "Towards mental time travel: a hierarchical memory for reinforcement learning agents"

31 / 31 papers shown

Title
Momentum Boosted Episodic Memory for Improving Learning in Long-Tailed RL Environments Dolton Fernandes Pramod Kaushik Harsh Shukla Bapi Raju Surampudi 19 0 0 08 Apr 2025
Knowledge Retention for Continual Model-Based Reinforcement Learning Yixiang Sun Haotian Fu M. L. Littman G. Konidaris OffRL CLL VLM 49 0 0 06 Mar 2025
Memory, Benchmark & Robots: A Benchmark for Solving Complex Tasks with Reinforcement Learning Egor Cherepanov Nikita Kachaev A. Kovalev Aleksandr I. Panov OffRL 36 0 0 14 Feb 2025
Episodic memory in AI agents poses risks that should be studied and mitigated Chad DeChant 57 2 0 20 Jan 2025
CrowdTransfer: Enabling Crowd Knowledge Transfer in AIoT Community Yan Liu Bin Guo Nuo Li Yasan Ding Zhouyangzi Zhang Zhiwen Yu 37 1 0 09 Jul 2024
MemoNav: Working Memory Model for Visual Navigation Hongxin Li Zeyu Wang Xueke Yang Yu-Ren Yang Shuqi Mei Zhaoxiang Zhang 36 5 0 29 Feb 2024
Spatially-Aware Transformer for Embodied Agents Junmo Cho Jaesik Yoon Sungjin Ahn 36 0 0 23 Feb 2024
Neuro-Inspired Fragmentation and Recall to Overcome Catastrophic Forgetting in Curiosity Jaedong Hwang Zhang-Wei Hong Eric Chen Akhilan Boopathy Pulkit Agrawal Ila Fiete CLL 31 5 0 26 Oct 2023
Memory Gym: Towards Endless Tasks to Benchmark Memory Capabilities of Agents Marco Pleines Matthias Pallasch Frank Zimmer Mike Preuss OffRL 29 0 0 29 Sep 2023
Grid Cell-Inspired Fragmentation and Recall for Efficient Map Building Jaedong Hwang Zhang-Wei Hong Eric Chen Akhilan Boopathy Pulkit Agrawal Ila Fiete 22 1 0 11 Jul 2023
When Do Transformers Shine in RL? Decoupling Memory from Credit Assignment Tianwei Ni Michel Ma Benjamin Eysenbach Pierre-Luc Bacon OffRL 18 34 0 07 Jul 2023
Facing Off World Model Backbones: RNNs, Transformers, and S4 Fei Deng Junyeong Park Sungjin Ahn 30 24 0 05 Jul 2023
Recurrent Action Transformer with Memory A. Staroverov A. Bessonov Dmitry A. Yudin A. Kovalev Aleksandr I. Panov OffRL 33 4 0 15 Jun 2023
EMO: Episodic Memory Optimization for Few-Shot Meta-Learning Yingjun Du Jiayi Shen Xiantong Zhen Cees G. M. Snoek 27 1 0 08 Jun 2023
Graph schemas as abstractions for transfer learning, inference, and planning J. S. Guntupalli Rajkumar Vasudeva Raju Shrinu Kushagra Carter Wendelken Daniel P. Sawyer Ishani Deshpande Guangyao Zhou Miguel Lazaro-Gredilla Dileep George 29 9 0 14 Feb 2023
Large language models can segment narrative events similarly to humans Sebastian Michelmann Manoj Kumar K. A. Norman Mariya Toneva 24 15 0 24 Jan 2023
Contrastive Distillation Is a Sample-Efficient Self-Supervised Loss Policy for Transfer Learning Christopher T. Lengerich Gabriel Synnaeve Amy Zhang Hugh Leather Kurt Shuster Franccois Charton Charysse Redwood SSL OffRL 19 1 0 21 Dec 2022
Planning Irregular Object Packing via Hierarchical Reinforcement Learning Sichao Huang Ziwei Wang Jie Zhou Jiwen Lu 18 18 0 17 Nov 2022
MemoNav: Selecting Informative Memories for Visual Navigation Hongxin Li Xueke Yang Yu-Ren Yang Shuqi Mei Zhaoxiang Zhang 16 4 0 20 Aug 2022
WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents Shunyu Yao Howard Chen John Yang Karthik Narasimhan LLMAG LM&Ro 32 437 0 04 Jul 2022
Large-Scale Retrieval for Reinforcement Learning Peter C. Humphreys A. Guez O. Tieleman Laurent Sifre T. Weber Timothy Lillicrap RALM OffRL 34 26 0 10 Jun 2022
Off-Beat Multi-Agent Reinforcement Learning Wei Qiu Weixun Wang R. Wang Bo An Yujing Hu S. Obraztsova Zinovi Rabinovich Jianye Hao Yingfeng Chen Changjie Fan OffRL 24 2 0 27 May 2022
Generalization, Mayhems and Limits in Recurrent Proximal Policy Optimization Marco Pleines Matthias Pallasch F. Zimmer Mike Preuss 18 13 0 23 May 2022
On the link between conscious function and general intelligence in humans and machines Arthur Juliani Kai Arulkumaran Shuntaro Sasai Ryota Kanai 34 24 0 24 Mar 2022
Zipfian environments for Reinforcement Learning Stephanie C. Y. Chan Andrew Kyle Lampinen Pierre Harvey Richemond Felix Hill OffRL 11 15 0 15 Mar 2022
Feature-Attending Recurrent Modules for Generalization in Reinforcement Learning Wilka Carvalho Andrew Kyle Lampinen Kyriacos Nikiforou Felix Hill Murray Shanahan OffRL 24 0 0 15 Dec 2021
Temporal-Spatial Causal Interpretations for Vision-Based Reinforcement Learning Wenjie Shi Gao Huang Shiji Song Cheng Wu 29 9 0 06 Dec 2021
Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation Ofir Press Noah A. Smith M. Lewis 245 695 0 27 Aug 2021
Out of Order: How Important Is The Sequential Order of Words in a Sentence in Natural Language Understanding Tasks? Thang M. Pham Trung Bui Long Mai Anh Totti Nguyen 207 122 0 30 Dec 2020
Towards Continual Reinforcement Learning: A Review and Perspectives Khimya Khetarpal Matthew D Riemer Irina Rish Doina Precup CLL OffRL 31 307 0 25 Dec 2020
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 216 7,923 0 17 Aug 2015