Model-Free Episodic Control

14 June 2016

Alexander Pritzel

Papers citing "Model-Free Episodic Control"

50 / 58 papers shown

Title
RAN Cortex: Memory-Augmented Intelligence for Context-Aware Decision-Making in AI-Native Networks Sebastian Barros AI4TS 36 0 0 06 May 2025
From Text to Trajectory: Exploring Complex Constraint Representation and Decomposition in Safe Reinforcement Learning Pusen Dong Tianchen Zhu Yue Qiu Haoyi Zhou Jianxin Li 91 1 0 24 Feb 2025
Evolution and The Knightian Blindspot of Machine Learning Joel Lehman Elliot Meyerson Tarek El-Gaaly Kenneth O. Stanley Tarin Ziyaee 99 2 0 22 Jan 2025
Episodic memory in AI agents poses risks that should be studied and mitigated Chad DeChant 70 2 0 20 Jan 2025
HG2P: Hippocampus-inspired High-reward Graph and Model-Free Q-Gradient Penalty for Path Planning and Motion Control Haoran Wang Yaoru Sun Zeshen Tang Haibo Shi Chenyuan Jiao 37 0 0 12 Oct 2024
Natural Language Reinforcement Learning Xidong Feng Bo Liu Mengyue Yang Ziyan Wang Girish A. Koushiks Yali Du Ying Wen Jun Wang OffRL 40 3 0 11 Feb 2024
Cognitive Architectures for Language Agents T. Sumers Shunyu Yao Karthik Narasimhan Thomas Griffiths LLMAG LM&Ro 61 154 0 05 Sep 2023
Deep Reinforcement Learning with Task-Adaptive Retrieval via Hypernetwork Yonggang Jin Chenxu Wang Tianyu Zheng Liuyu Xiang Yao-Chun Yang Junge Zhang Jie Fu Zhaofeng He 3DH 45 0 0 19 Jun 2023
Meta-Learned Models of Cognition Marcel Binz Ishita Dasgupta Akshay K. Jagadish M. Botvinick Jane X. Wang Eric Schulz 35 25 0 12 Apr 2023
Neural Episodic Control with State Abstraction Zhuo Li Derui Zhu Yujing Hu Xiaofei Xie Lei Ma Yan Zheng Yan Song Yingfeng Chen Jianjun Zhao OffRL 28 14 0 27 Jan 2023
Continuous Episodic Control Zhao Yang Thomas M. Moerland Mike Preuss Aske Plaat OffRL 27 3 0 28 Nov 2022
Generalization Properties of Retrieval-based Models Soumya Basu A. S. Rawat Manzil Zaheer 39 6 0 06 Oct 2022
Offline Reinforcement Learning via High-Fidelity Generative Behavior Modeling Huayu Chen Cheng Lu Chengyang Ying Hang Su Jun Zhu DiffM OffRL 108 106 0 29 Sep 2022
Large-Scale Retrieval for Reinforcement Learning Peter C. Humphreys A. Guez O. Tieleman Laurent Sifre T. Weber Timothy Lillicrap RALM OffRL 40 26 0 10 Jun 2022
Generating Explanations from Deep Reinforcement Learning Using Episodic Memory Sam Blakeman D. Mareschal 32 3 0 18 May 2022
Can deep learning match the efficiency of human visual long-term memory in storing object details? Emin Orhan VLM OCL 28 0 0 27 Apr 2022
BATS: Best Action Trajectory Stitching I. Char Viraj Mehta Adam R. Villaflor John M. Dolan J. Schneider OffRL 38 8 0 26 Apr 2022
Learning to Constrain Policy Optimization with Virtual Trust Region Hung Le Thommen Karimpanal George Majid Abdolshah D. Nguyen Kien Do Sunil R. Gupta Svetha Venkatesh 36 3 0 20 Apr 2022
Fast and Data Efficient Reinforcement Learning from Pixels via Non-Parametric Value Approximation Alex Long Alan Blair H. V. Hoof 28 3 0 07 Mar 2022
Retrieval-Augmented Reinforcement Learning Anirudh Goyal A. Friesen Andrea Banino T. Weber Nan Rosemary Ke ... Michal Valko Simon Osindero Timothy Lillicrap N. Heess Charles Blundell OffRL 32 53 0 17 Feb 2022
Soft Actor-Critic with Inhibitory Networks for Faster Retraining J. Ide Daria Mićović Michael J. Guarino K. Alcedo D. Rosenbluth Adrian P. Pope 18 3 0 07 Feb 2022
Bayesian sense of time in biological and artificial brains Z. Fountas Alexey Zakharov 35 0 0 14 Jan 2022
Sequential memory improves sample and memory efficiency in Episodic Control Ismael T. Freire A. F. Amil P. Verschure OffRL 16 3 0 29 Dec 2021
Episodic Multi-agent Reinforcement Learning with Curiosity-Driven Exploration Lu Zheng Jiarui Chen Jianhao Wang Jiamin He Yujing Hu Yingfeng Chen Changjie Fan Yang Gao Chongjie Zhang 16 82 0 22 Nov 2021
Successor Feature Neural Episodic Control David Emukpere Xavier Alameda-Pineda Chris Reinke BDL 30 4 0 04 Nov 2021
Model-Based Episodic Memory Induces Dynamic Hybrid Controls Hung Le Thommen George Karimpanal Majid Abdolshah T. Tran Svetha Venkatesh 30 19 0 03 Nov 2021
Learning Multi-Objective Curricula for Robotic Policy Learning Jikun Kang Miao Liu Abhinav Gupta C. Pal Xue Liu Jie Fu 42 4 0 06 Oct 2021
On the Estimation Bias in Double Q-Learning Zhizhou Ren Guangxiang Zhu Haotian Hu Beining Han Jian-Hai Chen Chongjie Zhang 24 17 0 29 Sep 2021
Replay in Deep Learning: Current Approaches and Missing Biological Elements Tyler L. Hayes G. Krishnan M. Bazhenov H. Siegelmann T. Sejnowski Christopher Kanan CLL 52 130 0 01 Apr 2021
Iterative Bounding MDPs: Learning Interpretable Policies via Non-Interpretable Methods Nicholay Topin Stephanie Milani Fei Fang Manuela Veloso OffRL 29 32 0 25 Feb 2021
Learning to Learn Variational Semantic Memory Xiantong Zhen Yingjun Du Huan Xiong Qiang Qiu Cees G. M. Snoek Ling Shao SSL BDL VLM DRL 19 34 0 20 Oct 2020
DeepAveragers: Offline Reinforcement Learning by Solving Derived Non-Parametric MDPs Aayam Shrestha Stefan Lee Prasad Tadepalli Alan Fern OffRL 55 23 0 18 Oct 2020
A Unifying Framework for Reinforcement Learning and Planning Thomas M. Moerland Joost Broekens Aske Plaat Catholijn M. Jonker OffRL 36 9 0 26 Jun 2020
Self-Imitation Learning via Generalized Lower Bound Q-learning Yunhao Tang SSL 33 24 0 12 Jun 2020
Agent57: Outperforming the Atari Human Benchmark Adria Puigdomenech Badia Bilal Piot Steven Kapturowski Pablo Sprechmann Alex Vitvitskyi Daniel Guo Charles Blundell OffRL 29 510 0 30 Mar 2020
A Survey of Deep Reinforcement Learning in Video Games Kun Shao Zhentao Tang Yuanheng Zhu Nannan Li Dongbin Zhao OffRL AI4TS 43 188 0 23 Dec 2019
Generalization of Reinforcement Learners with Working and Episodic Memory Meire Fortunato Melissa Tan Ryan Faulkner Steven Hansen Adria Puigdomenech Badia Gavin Buttimore Charlie Deck Joel Z Leibo Charles Blundell 27 70 0 29 Oct 2019
Stabilizing Transformers for Reinforcement Learning Emilio Parisotto H. F. Song Jack W. Rae Razvan Pascanu Çağlar Gülçehre ... Aidan Clark Seb Noury M. Botvinick N. Heess R. Hadsell OffRL 22 360 0 13 Oct 2019
Towards Model-based Reinforcement Learning for Industry-near Environments Per-Arne Andersen M. G. Olsen Ole-Christoffer Granmo OffRL DRL 22 4 0 27 Jul 2019
Generative Adversarial Self-Imitation Learning Yijie Guo Junhyuk Oh Satinder Singh Honglak Lee GAN 20 58 0 03 Dec 2018
Fast deep reinforcement learning using online adjustments from the past Steven Hansen Pablo Sprechmann Alexander Pritzel André Barreto Charles Blundell TTA OffRL OnRL 18 42 0 18 Oct 2018
Optimizing Agent Behavior over Long Time Scales by Transporting Value Chia-Chun Hung Timothy Lillicrap Josh Abramson Yan Wu M. Berk Mirza Federico Carnevale Arun Ahuja Greg Wayne 29 121 0 15 Oct 2018
Episodic Curiosity through Reachability Nikolay Savinov Anton Raichuk Raphaël Marinier Damien Vincent Marc Pollefeys Timothy Lillicrap Sylvain Gelly 17 267 0 04 Oct 2018
The Dreaming Variational Autoencoder for Reinforcement Learning Environments Per-Arne Andersen M. G. Olsen Ole-Christoffer Granmo DRL 22 17 0 02 Oct 2018
Small Sample Learning in Big Data Era Jun Shu Zongben Xu Deyu Meng 29 71 0 14 Aug 2018
Sample-Efficient Deep Reinforcement Learning via Episodic Backward Update Su Young Lee Sung-Ik Choi Sae-Young Chung BDL 21 73 0 31 May 2018
Episodic Memory Deep Q-Networks Zichuan Lin Tianqi Zhao Guangwen Yang Lintao Zhang OffRL 24 85 0 19 May 2018
Low-pass Recurrent Neural Networks - A memory architecture for longer-term correlation discovery T. Stepleton Razvan Pascanu Will Dabney Siddhant M. Jayakumar Hubert Soyer Rémi Munos 19 4 0 13 May 2018
Memory-based Parameter Adaptation Pablo Sprechmann Siddhant M. Jayakumar Jack W. Rae Alexander Pritzel Adria Puigdomenech Badia Benigno Uria Oriol Vinyals Demis Hassabis Razvan Pascanu Charles Blundell ODL OOD VLM 16 101 0 28 Feb 2018
Learning in the Machine: the Symmetries of the Deep Learning Channel Pierre Baldi Peter Sadowski Zhiqin Lu 26 30 0 22 Dec 2017