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Model-Free Episodic Control

Model-Free Episodic Control

14 June 2016
Charles Blundell
Benigno Uria
Alexander Pritzel
Yazhe Li
Avraham Ruderman
Joel Z Leibo
Jack W. Rae
Daan Wierstra
Demis Hassabis
    OffRLBDL
ArXiv (abs)PDFHTML

Papers citing "Model-Free Episodic Control"

50 / 137 papers shown
Memory-Driven Self-Improvement for Decision Making with Large Language Models
Memory-Driven Self-Improvement for Decision Making with Large Language Models
Xue Yan
Chinmay Pani
Mengyue Yang
Yan Song
Haifeng Zhang
Yingzhen Li
Ning Yang
177
0
0
30 Sep 2025
WebSight: A Vision-First Architecture for Robust Web Agents
WebSight: A Vision-First Architecture for Robust Web Agents
Tanvir Bhathal
Asanshay Gupta
LRM
163
4
0
23 Aug 2025
Hybrid Reward-Driven Reinforcement Learning for Efficient Quantum Circuit Synthesis
Hybrid Reward-Driven Reinforcement Learning for Efficient Quantum Circuit Synthesis
Sara Giordano
Kornikar Sen
Miguel A. Martin-Delgado
125
1
0
22 Jul 2025
RAN Cortex: Memory-Augmented Intelligence for Context-Aware Decision-Making in AI-Native Networks
RAN Cortex: Memory-Augmented Intelligence for Context-Aware Decision-Making in AI-Native Networks
Sebastian Barros
AI4TS
255
0
0
06 May 2025
Momentum Boosted Episodic Memory for Improving Learning in Long-Tailed RL Environments
Momentum Boosted Episodic Memory for Improving Learning in Long-Tailed RL Environments
Dolton Fernandes
Pramod Kaushik
Harsh Shukla
Bapi Raju Surampudi
257
0
0
08 Apr 2025
Dexterous Manipulation through Imitation Learning: A Survey
Dexterous Manipulation through Imitation Learning: A Survey
Shan An
Ziyu Meng
Chao Tang
Yimiao Zhou
Tengyu Liu
...
Yao Mu
Ran Song
Wei Zhang
Zeng-Guang Hou
Haoyang Zhang
673
1
0
04 Apr 2025
Episodic Novelty Through Temporal Distance
Episodic Novelty Through Temporal DistanceInternational Conference on Learning Representations (ICLR), 2025
Y. Jiang
Qihan Liu
Yiqin Yang
Xiaoteng Ma
Dianyu Zhong
...
Jun Yang
Bin Liang
Bo Xu
Chongjie Zhang
Qianchuan Zhao
OffRL
401
11
0
28 Jan 2025
On Storage Neural Network Augmented Approximate Nearest Neighbor Search
On Storage Neural Network Augmented Approximate Nearest Neighbor Search
Taiga Ikeda
Daisuke Miyashita
J. Deguchi
231
0
0
23 Jan 2025
Evolution and The Knightian Blindspot of Machine Learning
Evolution and The Knightian Blindspot of Machine Learning
Joel Lehman
Elliot Meyerson
Tarek El-Gaaly
Kenneth O. Stanley
Tarin Ziyaee
395
7
0
22 Jan 2025
Episodic memory in AI agents poses risks that should be studied and mitigated
Episodic memory in AI agents poses risks that should be studied and mitigated
Chad DeChant
500
9
0
20 Jan 2025
Highway Graph to Accelerate Reinforcement Learning
Highway Graph to Accelerate Reinforcement Learning
Zidu Yin
Zhen Zhang
Dong Gong
Stefano V. Albrecht
J. Q. Shi
OffRL
352
0
0
08 Jan 2025
High-fidelity social learning via shared episodic memories enhances collaborative foraging through mnemonic convergence
High-fidelity social learning via shared episodic memories enhances collaborative foraging through mnemonic convergence
Ismael T. Freire
P. Verschure
135
1
0
31 Dec 2024
From Text to Trajectory: Exploring Complex Constraint Representation and Decomposition in Safe Reinforcement Learning
From Text to Trajectory: Exploring Complex Constraint Representation and Decomposition in Safe Reinforcement LearningNeural Information Processing Systems (NeurIPS), 2024
Pusen Dong
Tianchen Zhu
Yue Qiu
Haoyi Zhou
Jianxin Li
491
2
0
12 Dec 2024
Progressive Safeguards for Safe and Model-Agnostic Reinforcement
  Learning
Progressive Safeguards for Safe and Model-Agnostic Reinforcement Learning
Nabil Omi
Hosein Hasanbeig
Hiteshi Sharma
Sriram K. Rajamani
S. Sen
321
0
0
31 Oct 2024
Stable Hadamard Memory: Revitalizing Memory-Augmented Agents for
  Reinforcement Learning
Stable Hadamard Memory: Revitalizing Memory-Augmented Agents for Reinforcement LearningInternational Conference on Learning Representations (ICLR), 2024
Hung Le
Kien Do
D. Nguyen
Sunil Gupta
Svetha Venkatesh
328
7
0
14 Oct 2024
HG2P: Hippocampus-inspired High-reward Graph and Model-Free Q-Gradient Penalty for Path Planning and Motion Control
HG2P: Hippocampus-inspired High-reward Graph and Model-Free Q-Gradient Penalty for Path Planning and Motion ControlNeural Networks (NN), 2024
Haoran Wang
Yaoru Sun
Zeshen Tang
Haibo Shi
Chenyuan Jiao
357
0
0
12 Oct 2024
Retrieval-Augmented Decision Transformer: External Memory for In-context RL
Retrieval-Augmented Decision Transformer: External Memory for In-context RL
Thomas Schmied
Fabian Paischer
Vihang Patil
M. Hofmarcher
Razvan Pascanu
Sepp Hochreiter
OffRL
584
17
0
09 Oct 2024
Large Language Models Prompting With Episodic Memory
Large Language Models Prompting With Episodic MemoryEuropean Conference on Artificial Intelligence (ECAI), 2024
Dai Do
Quan Tran
Svetha Venkatesh
Hung Le
LLMAG
262
5
0
14 Aug 2024
Human-inspired Episodic Memory for Infinite Context LLMs
Human-inspired Episodic Memory for Infinite Context LLMs
Zafeirios Fountas
Martin A Benfeghoul
Adnan Oomerjee
Fenia Christopoulou
Gerasimos Lampouras
H. Ammar
Jun Wang
493
32
0
12 Jul 2024
Continual Offline Reinforcement Learning via Diffusion-based Dual
  Generative Replay
Continual Offline Reinforcement Learning via Diffusion-based Dual Generative Replay
Jinmei Liu
Wenbin Li
Xiangyu Yue
Shilin Zhang
Chunlin Chen
Zhi Wang
OffRLDiffM
378
7
0
16 Apr 2024
Larimar: Large Language Models with Episodic Memory Control
Larimar: Large Language Models with Episodic Memory ControlInternational Conference on Machine Learning (ICML), 2024
Payel Das
Subhajit Chaudhury
Elliot Nelson
Igor Melnyk
Sarath Swaminathan
...
Vijil Chenthamarakshan
Jiří
Jirí Navrátil
Soham Dan
Pin-Yu Chen
CLLKELM
443
36
0
18 Mar 2024
Efficient Episodic Memory Utilization of Cooperative Multi-Agent
  Reinforcement Learning
Efficient Episodic Memory Utilization of Cooperative Multi-Agent Reinforcement Learning
Hyungho Na
Yunkyeong Seo
IL-Chul Moon
335
13
0
02 Mar 2024
Natural Language Reinforcement Learning
Natural Language Reinforcement Learning
Xidong Feng
Bo Liu
Mengyue Yang
Ziyan Wang
Girish A. Koushiks
Yali Du
Ying Wen
Jun Wang
OffRL
379
16
0
11 Feb 2024
Learning Diverse Policies with Soft Self-Generated Guidance
Learning Diverse Policies with Soft Self-Generated Guidance
Guojian Wang
Faguo Wu
Xiao Zhang
Jianxiang Liu
OffRL
208
4
0
07 Feb 2024
Episodic Reinforcement Learning with Expanded State-reward Space
Episodic Reinforcement Learning with Expanded State-reward Space
Dayang Liang
Yaru Zhang
Yunlong Liu
OffRL
195
6
0
19 Jan 2024
Policy Optimization with Smooth Guidance Learned from State-Only
  Demonstrations
Policy Optimization with Smooth Guidance Learned from State-Only Demonstrations
Guojian Wang
Faguo Wu
Xiao Zhang
Tianyuan Chen
Zhiming Zheng
490
0
0
30 Dec 2023
Efficient Sparse-Reward Goal-Conditioned Reinforcement Learning with a
  High Replay Ratio and Regularization
Efficient Sparse-Reward Goal-Conditioned Reinforcement Learning with a High Replay Ratio and Regularization
Takuya Hiraoka
OffRL
323
2
0
10 Dec 2023
Learning Successor Features with Distributed Hebbian Temporal Memory
Learning Successor Features with Distributed Hebbian Temporal Memory
E. Dzhivelikian
Petr Kuderov
Aleksandr I. Panov
414
1
0
20 Oct 2023
Accountability in Offline Reinforcement Learning: Explaining Decisions
  with a Corpus of Examples
Accountability in Offline Reinforcement Learning: Explaining Decisions with a Corpus of ExamplesNeural Information Processing Systems (NeurIPS), 2023
Hao Sun
Alihan Huyuk
Daniel Jarrett
M. Schaar
OffRL
441
10
0
11 Oct 2023
Accelerate Multi-Agent Reinforcement Learning in Zero-Sum Games with
  Subgame Curriculum Learning
Accelerate Multi-Agent Reinforcement Learning in Zero-Sum Games with Subgame Curriculum LearningAAAI Conference on Artificial Intelligence (AAAI), 2023
Jiayu Chen
Zelai Xu
Yunfei Li
Chao Yu
Jiaming Song
Huazhong Yang
Fei Fang
Yu Wang
Yi Wu
334
7
0
07 Oct 2023
ALLURE: Auditing and Improving LLM-based Evaluation of Text using
  Iterative In-Context-Learning
ALLURE: Auditing and Improving LLM-based Evaluation of Text using Iterative In-Context-Learning
Hosein Hasanbeig
Hiteshi Sharma
Leo Betthauser
Felipe Vieira Frujeri
Ida Momennejad
380
16
0
24 Sep 2023
Cognitive Architectures for Language Agents
Cognitive Architectures for Language Agents
T. Sumers
Shunyu Yao
Karthik Narasimhan
Thomas Griffiths
LLMAGLM&Ro
760
331
0
05 Sep 2023
Go Beyond Imagination: Maximizing Episodic Reachability with World
  Models
Go Beyond Imagination: Maximizing Episodic Reachability with World ModelsInternational Conference on Machine Learning (ICML), 2023
Yao Fu
Run Peng
Honglak Lee
227
1
0
25 Aug 2023
Deep Reinforcement Learning with Task-Adaptive Retrieval via
  Hypernetwork
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
387
0
0
19 Jun 2023
DEIR: Efficient and Robust Exploration through
  Discriminative-Model-Based Episodic Intrinsic Rewards
DEIR: Efficient and Robust Exploration through Discriminative-Model-Based Episodic Intrinsic RewardsInternational Joint Conference on Artificial Intelligence (IJCAI), 2023
Shanchuan Wan
Yujin Tang
Yingtao Tian
Tomoyuki Kaneko
OffRL
184
8
0
21 Apr 2023
Two-Memory Reinforcement Learning
Two-Memory Reinforcement Learning
Zhao Yang
Thomas M. Moerland
Mike Preuss
Aske Plaat
OffRL
296
4
0
20 Apr 2023
Meta-Learned Models of Cognition
Meta-Learned Models of CognitionBehavioral and Brain Sciences (BBS), 2023
Marcel Binz
Ishita Dasgupta
Akshay K. Jagadish
M. Botvinick
Jane X. Wang
Eric Schulz
383
38
0
12 Apr 2023
Neural Episodic Control with State Abstraction
Neural Episodic Control with State AbstractionInternational Conference on Learning Representations (ICLR), 2023
Zhuo Li
Derui Zhu
Yujing Hu
Xiaofei Xie
Lei Ma
Yan Zheng
Yan Song
Yingfeng Chen
Jianjun Zhao
OffRL
392
21
0
27 Jan 2023
Continuous Episodic Control
Continuous Episodic Control
Zhao Yang
Thomas M. Moerland
Mike Preuss
Aske Plaat
OffRL
197
3
0
28 Nov 2022
Eigen Memory Trees
Eigen Memory Trees
Mark Rucker
Jordan T. Ash
John Langford
Paul Mineiro
Ida Momennejad
279
0
0
25 Oct 2022
Contrastive Retrospection: honing in on critical steps for rapid
  learning and generalization in RL
Contrastive Retrospection: honing in on critical steps for rapid learning and generalization in RLNeural Information Processing Systems (NeurIPS), 2022
Chen Sun
Wannan Yang
Thomas Jiralerspong
Dane Malenfant
Benjamin Alsbury-Nealy
Yoshua Bengio
Blake A. Richards
OffRL
422
4
0
12 Oct 2022
Generalization Properties of Retrieval-based Models
Generalization Properties of Retrieval-based Models
Soumya Basu
A. S. Rawat
Manzil Zaheer
221
6
0
06 Oct 2022
Offline Reinforcement Learning via High-Fidelity Generative Behavior
  Modeling
Offline Reinforcement Learning via High-Fidelity Generative Behavior ModelingInternational Conference on Learning Representations (ICLR), 2022
Huayu Chen
Cheng Lu
Chengyang Ying
Hang Su
Jun Zhu
DiffMOffRL
513
174
0
29 Sep 2022
Large-Scale Retrieval for Reinforcement Learning
Large-Scale Retrieval for Reinforcement LearningNeural Information Processing Systems (NeurIPS), 2022
Peter C. Humphreys
A. Guez
O. Tieleman
Laurent Sifre
T. Weber
Timothy Lillicrap
RALMOffRL
348
35
0
10 Jun 2022
Generating Explanations from Deep Reinforcement Learning Using Episodic
  Memory
Generating Explanations from Deep Reinforcement Learning Using Episodic Memory
Sam Blakeman
D. Mareschal
263
3
0
18 May 2022
Can deep learning match the efficiency of human visual long-term memory
  in storing object details?
Can deep learning match the efficiency of human visual long-term memory in storing object details?
Emin Orhan
VLMOCL
272
0
0
27 Apr 2022
BATS: Best Action Trajectory Stitching
BATS: Best Action Trajectory Stitching
I. Char
Viraj Mehta
Adam R. Villaflor
John M. Dolan
J. Schneider
OffRL
203
8
0
26 Apr 2022
Learning to Constrain Policy Optimization with Virtual Trust Region
Learning to Constrain Policy Optimization with Virtual Trust RegionNeural Information Processing Systems (NeurIPS), 2022
Hung Le
Thommen Karimpanal George
Majid Abdolshah
D. Nguyen
Kien Do
Sunil R. Gupta
Svetha Venkatesh
299
4
0
20 Apr 2022
On the link between conscious function and general intelligence in
  humans and machines
On the link between conscious function and general intelligence in humans and machines
Arthur Juliani
Kai Arulkumaran
Shuntaro Sasai
Ryota Kanai
409
28
0
24 Mar 2022
Fast and Data Efficient Reinforcement Learning from Pixels via
  Non-Parametric Value Approximation
Fast and Data Efficient Reinforcement Learning from Pixels via Non-Parametric Value ApproximationAAAI Conference on Artificial Intelligence (AAAI), 2022
Alex Long
Alan Blair
H. V. Hoof
197
3
0
07 Mar 2022
123
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