% Key papers for Vision-based robot RL (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2020_sapien_16151, title = {{SAPIEN: A SimulAted Part-Based Interactive ENvironment}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{aaai2019_a_99960, title = {{A Model-Free Affective Reinforcement Learning Approach to Personalization of an Autonomous Social Robot Companion for Early Literacy Education}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/3846}, } @inproceedings{cvpr2023_affordances_20372, title = {{Affordances From Human Videos as a Versatile Representation for Robotics}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21550}, } @inproceedings{cvpr2018_sim2real_13586, title = {{Sim2Real Viewpoint Invariant Visual Servoing by Recurrent Control}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2018}, url = {https://openaccess.thecvf.com/content_cvpr_2018/html/Sadeghi_Sim2Real_Viewpoint_Invariant_CVPR_2018_paper.html}, } @inproceedings{cvpr2022_coarse_18477, title = {{Coarse-To-Fine Q-Attention: Efficient Learning for Visual Robotic Manipulation via Discretisation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2020_unsupervised_16428, title = {{Unsupervised Reinforcement Learning of Transferable Meta-Skills for Embodied Navigation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{cvpr2022_coupling_18537, title = {{Coupling Vision and Proprioception for Navigation of Legged Robots}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{neurips2020_semantic_60812, title = {{Semantic Visual Navigation by Watching YouTube Videos}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/17125}, } @inproceedings{cvpr2019_sim_14828, title = {{Sim-Real Joint Reinforcement Transfer for 3D Indoor Navigation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2019}, } @inproceedings{cvpr2019_pay_14634, title = {{Pay Attention! - Robustifying a Deep Visuomotor Policy Through Task-Focused Visual Attention}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2019}, } @inproceedings{iclr2022_learning_31666, title = {{Learning Vision-Guided Quadrupedal Locomotion End-to-End with Cross-Modal Transformers}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022}, url = {https://iclr.cc/virtual/2022/poster/6919}, } @inproceedings{neurips2021_habitat_61667, title = {{Habitat 2.0: Training Home Assistants to Rearrange their Habitat}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/26375}, } @inproceedings{iclr2019_ad_28942, title = {{AD-VAT: An Asymmetric Dueling mechanism for learning Visual Active Tracking}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2019}, url = {https://iclr.cc/virtual/2019/poster/1082}, } @inproceedings{neurips2024_a_74005, title = {{A Simulation Benchmark for Autonomous Racing with Large-Scale Human Data}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97499}, } @inproceedings{neurips2020_neural_60395, title = {{Neural Dynamic Policies for End-to-End Sensorimotor Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/17489}, } @inproceedings{aaai2019_deictic_103386, title = {{Deictic Image Mapping: An Abstraction for Learning Pose Invariant Manipulation Policies}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4806}, } @inproceedings{neurips2022_learning_65725, title = {{Learning Active Camera for Multi-Object Navigation}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/55278}, } @inproceedings{neurips2021_no_61482, title = {{No RL, No Simulation: Learning to Navigate without Navigating}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/27310}, } @inproceedings{cvpr2022_towards_20058, title = {{Towards Real-World Navigation With Deep Differentiable Planners}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{iclr2023_from_32862, title = {{From Play to Policy: Conditional Behavior Generation from Uncurated Robot Data}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11730}, } @inproceedings{iclr2024_rt_33991, title = {{RT-Trajectory: Robotic Task Generalization via Hindsight Trajectory Sketches}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19084}, } @inproceedings{iclr2024_plan_34978, title = {{Plan-Seq-Learn: Language Model Guided RL for Solving Long Horizon Robotics Tasks}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18096}, } @inproceedings{aaai2024_learning_6468, title = {{Learning Neuro-Symbolic Abstractions for Robot Planning and Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30409}, } @inproceedings{aaai2025_optimal_10212, title = {{Optimal Viewpoint Selection for Autonomous Photography Using Reinforcement Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/35340}, } @inproceedings{cvpr2025_neural_27063, title = {{Neural Motion Simulator Pushing the Limit of World Models in Reinforcement Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34450}, } @inproceedings{iclr2024_privileged_33985, title = {{Privileged Sensing Scaffolds Reinforcement Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19090}, } @inproceedings{icml2024_position_44923, title = {{Position: Automatic Environment Shaping is the Next Frontier in RL}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33529}, } @inproceedings{icml2025_reinbot_47063, title = {{ReinboT: Amplifying Robot Visual-Language Manipulation with Reinforcement Learning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/45523}, } @inproceedings{icml2026_plan_52446, title = {{Plan in Sandbox, Navigate in Open Worlds: Learning Physics-Grounded Abstracted Experience for Embodied Navigation}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=W5e8c9nwNo}, } @inproceedings{icml2026_towards_55367, title = {{Towards Practical World Model-based Reinforcement Learning for Vision-Language-Action Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=yKQ8GrwEhr}, } @inproceedings{neurips2025_goalladder_75754, title = {{GoalLadder: Incremental Goal Discovery with Vision-Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=BiowiwzQaO}, } @inproceedings{neurips2025_real_77233, title = {{Real-World Reinforcement Learning of Active Perception Behaviors}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=RkdTtznSAL}, } @inproceedings{iclr2026_remotely_84969, title = {{Remotely Detectable Robot Policy Watermarking}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=8s5jBVybhQ}, } @inproceedings{icml2026_safedec_55221, title = {{SafeDec: Constrained Decoding for Safe Autoregressive Generalist Robot Navigation Policies}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=woiiKET6bn}, } @inproceedings{neurips2025_failure_75740, title = {{Failure Prediction at Runtime for Generative Robot Policies}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=BXJWKpEfro}, } @inproceedings{iclr2026_autonomous_85559, title = {{Autonomous Play with Correspondence-Driven Trajectory Warping}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=FqDmvMZish}, } @inproceedings{iclr2026_worldgym_87983, title = {{WorldGym: World Model as An Environment for Policy Evaluation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=hidBHy1CAw}, } @inproceedings{neurips2026_unified_91358, title = {{Unified Noise Steering for Efficient Human-Guided VLA Adaptation}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2026}, url = {https://neurips.cc/virtual/2026/poster/152531}, } @inproceedings{neurips2026_a_93912, title = {{A latent control model for realistic rodent motion}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2026}, url = {https://neurips.cc/virtual/2026/poster/148187}, }