Transfer Learning in Deep Reinforcement Learning: A Survey

16 September 2020

Papers citing "Transfer Learning in Deep Reinforcement Learning: A Survey"

41 / 91 papers shown

Title
Doubly Inhomogeneous Reinforcement Learning Liyuan Hu Mengbing Li C. Shi Zhanghua Wu Piotr Fryzlewicz OffRL 31 2 0 08 Nov 2022
A Transfer Learning Approach for UAV Path Design with Connectivity Outage Constraint G. Fontanesi Anding Zhu M. Arvaneh Hamed Ahmadi 19 16 0 07 Nov 2022
Robotic Assembly Control Reconfiguration Based on Transfer Reinforcement Learning for Objects with Different Geometric Features Yuhang Gai Bin Wang Jiwen Zhang Dan Wu Ken Chen 26 0 0 04 Nov 2022
Sensor Control for Information Gain in Dynamic, Sparse and Partially Observed Environments J. Burns A. Sundaresan Pedro Sequeira Vidyasagar Sadhu 24 0 0 03 Nov 2022
Probing Transfer in Deep Reinforcement Learning without Task Engineering Andrei A. Rusu Sebastian Flennerhag Dushyant Rao Razvan Pascanu R. Hadsell 34 6 0 22 Oct 2022
Improving alignment of dialogue agents via targeted human judgements Amelia Glaese Nat McAleese Maja Trkebacz John Aslanides Vlad Firoiu ... John F. J. Mellor Demis Hassabis Koray Kavukcuoglu Lisa Anne Hendricks G. Irving ALM AAML 227 502 0 28 Sep 2022
Disentangling Transfer in Continual Reinforcement Learning Maciej Wołczyk Michal Zajkac Razvan Pascanu Lukasz Kuciñski Piotr Milo's CLL 68 27 0 28 Sep 2022
DEFT: Diverse Ensembles for Fast Transfer in Reinforcement Learning Simeon Adebola Satvik Sharma K. Shivakumar OffRL 16 1 0 26 Sep 2022
How Well Do Vision Transformers (VTs) Transfer To The Non-Natural Image Domain? An Empirical Study Involving Art Classification Vincent Tonkes M. Sabatelli ViT 27 6 0 09 Aug 2022
A Game-Theoretic Perspective of Generalization in Reinforcement Learning Chang Yang Ruiyu Wang Xinrun Wang Zhen Wang OffRL 27 3 0 07 Aug 2022
Robots Enact Malignant Stereotypes Andrew Hundt William Agnew V. Zeng Severin Kacianka Matthew C. Gombolay LM&Ro 35 41 0 23 Jul 2022
State Dropout-Based Curriculum Reinforcement Learning for Self-Driving at Unsignalized Intersections Shivesh Khaitan John M. Dolan SSL 24 17 0 10 Jul 2022
Domain Adapting Deep Reinforcement Learning for Real-world Speech Emotion Recognition Thejan Rajapakshe R. Rana Sara Khalifa Bjorn W. Schuller 17 0 0 07 Jul 2022
Relative Policy-Transition Optimization for Fast Policy Transfer Jiawei Xu Cheng Zhou Yizheng Zhang Zhengyou Zhang Lei Han 21 0 0 13 Jun 2022
Multifidelity Reinforcement Learning with Control Variates Sami Khairy Prasanna Balaprakash OffRL 28 5 0 10 Jun 2022
Provable Benefits of Representational Transfer in Reinforcement Learning Alekh Agarwal Yuda Song Wen Sun Kaiwen Wang Mengdi Wang Xuezhou Zhang OffRL 23 33 0 29 May 2022
Multi-Source Transfer Learning for Deep Model-Based Reinforcement Learning Remo Sasso M. Sabatelli M. Wiering 49 9 0 28 May 2022
Data Valuation for Offline Reinforcement Learning Amir Abolfazli Gregory Palmer D. Kudenko OffRL 20 0 0 19 May 2022
Training Mixed-Domain Translation Models via Federated Learning Peyman Passban Tanya Roosta Rahul Gupta Ankit R. Chadha Clement Chung FedML AI4CE 26 18 0 03 May 2022
NovGrid: A Flexible Grid World for Evaluating Agent Response to Novelty Jonathan C. Balloch Zhiyu Lin Mustafa Hussain Aarun Srinivas Robert Wright Xiangyu Peng Julia Kim Mark O. Riedl OffRL 25 16 0 23 Mar 2022
Multi-Agent Policy Transfer via Task Relationship Modeling Rongjun Qin F. Chen Tonghan Wang Lei Yuan Xiaoran Wu Zongzhang Zhang Chongjie Zhang Yang Yu 38 19 0 09 Mar 2022
Learning Transferable Reward for Query Object Localization with Policy Adaptation Tingfeng Li Shaobo Han Martin Renqiang Min Dimitris N. Metaxas 33 1 0 24 Feb 2022
Collaborative Training of Heterogeneous Reinforcement Learning Agents in Environments with Sparse Rewards: What and When to Share? Alain Andres Esther Villar-Rodriguez Javier Del Ser 22 9 0 24 Feb 2022
A Comparative Study of Deep Reinforcement Learning-based Transferable Energy Management Strategies for Hybrid Electric Vehicles Jingyi Xu Zirui Li Li Gao Junyi Ma Qi Liu Yanan Zhao 25 13 0 22 Feb 2022
Head2Toe: Utilizing Intermediate Representations for Better Transfer Learning Utku Evci Vincent Dumoulin Hugo Larochelle Michael C. Mozer 30 83 0 10 Jan 2022
Transfer RL across Observation Feature Spaces via Model-Based Regularization Yanchao Sun Ruijie Zheng Xiyao Wang Andrew Cohen Furong Huang OOD OffRL 19 21 0 01 Jan 2022
Component Transfer Learning for Deep RL Based on Abstract Representations Geoffrey van Driessel Vincent François-Lavet DRL OffRL 28 6 0 22 Nov 2021
Lifelong Vehicle Trajectory Prediction Framework Based on Generative Replay Peng Bao Zonghai Chen Ji-kai Wang Deyun Dai Hao Zhao 33 9 0 15 Nov 2021
Successor Feature Neural Episodic Control David Emukpere Xavier Alameda-Pineda Chris Reinke BDL 24 4 0 04 Nov 2021
Successor Feature Representations Chris Reinke Xavier Alameda-Pineda 29 5 0 29 Oct 2021
Inverse Optimal Control Adapted to the Noise Characteristics of the Human Sensorimotor System M. Schultheis Dominik Straub Constantin Rothkopf 11 20 0 21 Oct 2021
Omni-Training: Bridging Pre-Training and Meta-Training for Few-Shot Learning Yang Shu Zhangjie Cao Jing Gao Jianmin Wang Philip S. Yu Mingsheng Long 32 10 0 14 Oct 2021
Block Contextual MDPs for Continual Learning Shagun Sodhani Franziska Meier Joelle Pineau Amy Zhang CLL 33 25 0 13 Oct 2021
Offline RL With Resource Constrained Online Deployment Jayanth Reddy Regatti A. Deshmukh Frank Cheng Young Hun Jung Abhishek Gupta Ürün Dogan OffRL 13 2 0 07 Oct 2021
Deep Reinforcement Learning for Demand Driven Services in Logistics and Transportation Systems: A Survey Zefang Zong Tao Feng Tong Xia Depeng Jin Yong Li 22 3 0 10 Aug 2021
General Board Game Concepts Éric Piette Matthew Stephenson Dennis J. N. J. Soemers C. Browne 32 13 0 02 Jul 2021
Transfer of Fully Convolutional Policy-Value Networks Between Games and Game Variants Dennis J. N. J. Soemers Vegard Mella Éric Piette Matthew Stephenson C. Browne O. Teytaud OffRL 23 8 0 24 Feb 2021
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 362 11,684 0 09 Mar 2017
CAD2RL: Real Single-Image Flight without a Single Real Image Fereshteh Sadeghi Sergey Levine SSL 237 809 0 13 Nov 2016
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 271 5,329 0 05 Nov 2016
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 446 15,639 0 02 Nov 2015