Transfer Learning in Deep Reinforcement Learning: A Survey

16 September 2020

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

50 / 91 papers shown

Title
General Dynamic Goal Recognition Osher Elhadad Reuth Mirsky AI4CE 19 0 0 14 May 2025
Enhancing Trust Management System for Connected Autonomous Vehicles Using Machine Learning Methods: A Survey Qian Xu Lei Zhang Yong-Jin Liu 29 0 0 10 May 2025
Transferable Deployment of Semantic Edge Inference Systems via Unsupervised Domain Adaption Weiqiang Jiao Suzhi Bi Xianrui Li Cheng Guo Hao Chen Zhi Quan 41 0 0 16 Apr 2025
World Model Agents with Change-Based Intrinsic Motivation Jeremias Ferrao Rafael Cunha OffRL MoE 57 0 0 26 Mar 2025
Can RLHF be More Efficient with Imperfect Reward Models? A Policy Coverage Perspective Jiawei Huang Bingcong Li Christoph Dann Niao He OffRL 85 0 0 26 Feb 2025
Efficiently Solving Discounted MDPs with Predictions on Transition Matrices Lixing Lyu Jiashuo Jiang Wang Chi Cheung 42 1 0 24 Feb 2025
Rethinking Membership Inference Attacks Against Transfer Learning Yanwei Yue Jing Chen Qianru Fang Kun He Ziming Zhao Hao Ren Guowen Xu Yang Liu Yang Xiang 64 34 0 20 Jan 2025
Hierarchical Subspaces of Policies for Continual Offline Reinforcement Learning Anthony Kobanda Rémy Portelas Odalric-Ambrym Maillard Ludovic Denoyer OffRL CLL 77 0 0 19 Dec 2024
Transformer-Based Fault-Tolerant Control for Fixed-Wing UAVs Using Knowledge Distillation and In-Context Adaptation Francisco Giral Ignacio Gómez Ricardo Vinuesa S. L. Clainche 32 2 0 05 Nov 2024
Transfer Learning with Foundational Models for Time Series Forecasting using Low-Rank Adaptations M. Germán-Morales A. J. Rivera-Rivas M. J. del Jesus Díaz C. J. Carmona AI4TS AI4CE 53 0 0 15 Oct 2024
Exploiting Adjacent Similarity in Multi-Armed Bandit Tasks via Transfer of Reward Samples NR Rahul Vaibhav Katewa 35 0 0 30 Sep 2024
Non-stationary and Sparsely-correlated Multi-output Gaussian Process with Spike-and-Slab Prior Wang Xinming Li Yongxiang Yue Xiaowei Wu Jianguo 26 0 0 05 Sep 2024
How to Solve Contextual Goal-Oriented Problems with Offline Datasets? Ying Fan Jingling Li Adith Swaminathan Aditya Modi Ching-An Cheng OffRL 72 0 0 14 Aug 2024
Towards Generalizable Reinforcement Learning via Causality-Guided Self-Adaptive Representations Yupei Yang Erdun Gao Fan Feng Xinyue Wang Shikui Tu Lei Xu CML OOD TTA 38 1 0 30 Jul 2024
RS-Agent: Automating Remote Sensing Tasks through Intelligent Agent Wenjia Xu Zijian Yu Yixu Wang Jiuniu Wang Yuanben Zhang Guangzuo Li Mugen Peng LLMAG 48 7 0 11 Jun 2024
Near-Field Spot Beamfocusing: A Correlation-Aware Transfer Learning Approach Mohammad Amir Fallah M. Monemi Mehdi Rasti Matti Latva-aho 13 1 0 21 May 2024
Active Exploration in Bayesian Model-based Reinforcement Learning for Robot Manipulation Carlos Plou Ana C. Murillo Ruben Martinez-Cantin OffRL 40 0 0 02 Apr 2024
Metarobotics for Industry and Society: Vision, Technologies, and Opportunities E. Kaigom 43 8 0 31 Mar 2024
Exploring CausalWorld: Enhancing robotic manipulation via knowledge transfer and curriculum learning Xinrui Wang Yan Jin 40 1 0 25 Mar 2024
Levels of AI Agents: from Rules to Large Language Models Yu Huang AI4CE ELM LM&Ro 43 2 0 06 Mar 2024
SHM-Traffic: DRL and Transfer learning based UAV Control for Structural Health Monitoring of Bridges with Traffic Divija Swetha Gadiraju Saeed Eftekhar Azam Deepak Khazanchi 23 2 0 22 Feb 2024
A Comprehensive Review of Machine Learning Advances on Data Change: A Cross-Field Perspective Jeng-Lin Li Chih-Fan Hsu Ming-Ching Chang Wei-Chao Chen OOD 44 2 0 20 Feb 2024
Taking Class Imbalance Into Account in Open Set Recognition Evaluation Joanna Komorniczak Pawel Ksieniewicz 25 0 0 09 Feb 2024
Decision Theory-Guided Deep Reinforcement Learning for Fast Learning Zelin Wan Jin-Hee Cho Mu Zhu Ahmed H. Anwar Charles A. Kamhoua Munindar P. Singh AI4CE 17 0 0 08 Feb 2024
Beyond Boundaries: A Comprehensive Survey of Transferable Attacks on AI Systems Guangjing Wang Ce Zhou Yuanda Wang Bocheng Chen Hanqing Guo Qiben Yan AAML SILM 66 3 0 20 Nov 2023
Uncertainty-aware transfer across tasks using hybrid model-based successor feature reinforcement learning Parvin Malekzadeh Ming Hou Konstantinos N. Plataniotis 49 1 0 16 Oct 2023
A Framework for Few-Shot Policy Transfer through Observation Mapping and Behavior Cloning Yash Shukla Bharat Kesari Shivam Goel Robert Wright Jivko Sinapov 54 4 0 13 Oct 2023
A Recent Survey of Heterogeneous Transfer Learning Runxue Bao Yiming Sun Yuhe Gao Jindong Wang Qiang Yang Zhi-Hong Mao Ye Ye 30 4 0 12 Oct 2023
Scalable Semantic Non-Markovian Simulation Proxy for Reinforcement Learning Kaustuv Mukherji Devendra Parkar Lahari Pokala Dyuman Aditya Paulo Shakarian Clark Dorman 24 2 0 10 Oct 2023
Deep reinforcement learning for machine scheduling: Methodology, the state-of-the-art, and future directions Maziyar Khadivi Todd Charter Marjan Yaghoubi Masoud Jalayer Maryam Ahang Ardeshir Shojaeinasab H. Najjaran 35 11 0 04 Oct 2023
IOB: Integrating Optimization Transfer and Behavior Transfer for Multi-Policy Reuse Siyuan Li Haoyang Li Jin Zhang Zhen Wang Peng Liu Chongjie Zhang OffRL 24 1 0 14 Aug 2023
Reinforcement Learning by Guided Safe Exploration Qisong Yang T. D. Simão N. Jansen Simon Tindemans M. Spaan OffRL OnRL 34 5 0 26 Jul 2023
Inter-Cell Network Slicing With Transfer Learning Empowered Multi-Agent Deep Reinforcement Learning Tianlun Hu Qi Liao Li-Yu Daisy Liu Georg Carle 19 3 0 20 Jun 2023
Solving Large-scale Spatial Problems with Convolutional Neural Networks Damian Owerko Charilaos I. Kanatsoulis Alejandro Ribeiro 22 2 0 14 Jun 2023
Adaptive Policy Learning to Additional Tasks Wenjian Hao Zehui Lu Zihao Liang Tianyu Zhou Shaoshuai Mou 29 0 0 24 May 2023
Adaptive action supervision in reinforcement learning from real-world multi-agent demonstrations Keisuke Fujii Kazushi Tsutsui Atom Scott Hiroshi Nakahara Naoya Takeishi Yoshinobu Kawahara 29 6 0 22 May 2023
Intelligent multicast routing method based on multi-agent deep reinforcement learning in SDWN Hongwen Hu Miao Ye Chenwei Zhao Qiuxiang Jiang Yong Wang Hongbing Qiu Xiaofang Deng 17 2 0 12 May 2023
Towards Compute-Optimal Transfer Learning Massimo Caccia Alexandre Galashov Arthur Douillard Amal Rannen-Triki Dushyant Rao Michela Paganini Laurent Charlin MarcÁurelio Ranzato Razvan Pascanu 21 3 0 25 Apr 2023
Adaptive Feature Fusion: Enhancing Generalization in Deep Learning Models Neelesh Mungoli 28 23 0 04 Apr 2023
Improved Sample Complexity for Reward-free Reinforcement Learning under Low-rank MDPs Yuan Cheng Ruiquan Huang J. Yang Yitao Liang OffRL 41 8 0 20 Mar 2023
Reinforcement Learning in the Wild with Maximum Likelihood-based Model Transfer Hannes Eriksson D. Basu Tommy Tram Mina Alibeigi Christos Dimitrakakis 21 1 0 18 Feb 2023
Robust Knowledge Transfer in Tiered Reinforcement Learning Jiawei Huang Niao He OffRL 26 1 0 10 Feb 2023
Investigating the role of model-based learning in exploration and transfer Jacob Walker Eszter Vértes Yazhe Li Gabriel Dulac-Arnold Ankesh Anand T. Weber Jessica B. Hamrick OffRL 36 7 0 08 Feb 2023
CRC-RL: A Novel Visual Feature Representation Architecture for Unsupervised Reinforcement Learning Darshita Jain A. Majumder S. Dutta Swagat Kumar SSL 28 1 0 31 Jan 2023
Transferring Multiple Policies to Hotstart Reinforcement Learning in an Air Compressor Management Problem Hélène Plisnier Denis Steckelmacher Jeroen Willems B. Depraetere Ann Nowé OffRL 26 1 0 30 Jan 2023
A Domain-Agnostic Approach for Characterization of Lifelong Learning Systems Megan M. Baker Alexander New Mario Aguilar-Simon Ziad Al-Halah Sébastien M. R. Arnold ... Zifan Xu A. Yanguas-Gil Harel Yedidsion Shangqun Yu Gautam K. Vallabha 30 15 0 18 Jan 2023
Neuro-Symbolic World Models for Adapting to Open World Novelty Jonathan C. Balloch Zhiyu Lin Robert Wright Xiangyu Peng Mustafa Hussain Aarun Srinivas Julia Kim Mark O. Riedl 18 10 0 16 Jan 2023
Network Slicing via Transfer Learning aided Distributed Deep Reinforcement Learning Tianlun Hu Qi Liao Qian Liu Georg Carle OffRL 19 8 0 09 Jan 2023
Planning Immediate Landmarks of Targets for Model-Free Skill Transfer across Agents Minghuan Liu Zhengbang Zhu Menghui Zhu Yuzheng Zhuang Weinan Zhang Jianye Hao 18 0 0 18 Dec 2022
Enhancing team performance with transfer-learning during real-world human-robot collaboration Athanasios C. Tsitos M. Dagioglou 25 0 0 23 Nov 2022