Roland Hafner

収録論文 23本 ・ フィジカルAI/ロボット学習

※arXiv著者名で収集。同姓同名の別人の論文が含まれる場合があります。

論文

• Gemini Robotics 1.5：高度な身体性推論・思考・動作転移で汎用ロボットの最前線を押し広げる
  VLA2025/10/1

  異種ロボットデータから学ぶ動作転移機構と自然言語での多段階推論を組み合わせたVLAモデルと、身体性推論に特化したモデルを発表し、複雑な多段階タスクの実行と解釈性を向上させた。

• DemoStart: 実演主導の自動カリキュラムによる多指ロボットのsim-to-real
  sim2real2024/9/1

  シミュレーションでの少数の実演と疎な報酬のみから、3本指ロボットハンドの複雑なマニピュレーション行動を自動カリキュラム強化学習で獲得し、ゼロショットで実機に転移させる手法を提案した。

• Offline Actor-Critic Reinforcement Learning Scales to Large Models
  2024/2/1
• Mastering Stacking of Diverse Shapes with Large-Scale Iterative Reinforcement Learning on Real Robots
  2023/12/1
• Less is more -- the Dispatcher/ Executor principle for multi-task Reinforcement Learning
  2023/12/1
• Barkour: Benchmarking Animal-level Agility with Quadruped Robots
  2023/5/1
• Learning Agile Soccer Skills for a Bipedal Robot with Deep Reinforcement Learning
  2023/4/1
• SkillS: Adaptive Skill Sequencing for Efficient Temporally-Extended Exploration
  2022/11/1
• Imitate and Repurpose: Learning Reusable Robot Movement Skills From Human and Animal Behaviors
  2022/3/1
• Is Curiosity All You Need? On the Utility of Emergent Behaviours from Curious Exploration
  2021/9/1
• Representation Matters: Improving Perception and Exploration for Robotics
  2020/11/1
• "What, not how": Solving an under-actuated insertion task from scratch
  2020/10/1
• Towards General and Autonomous Learning of Core Skills: A Case Study in Locomotion
  2020/8/1
• Data-efficient Hindsight Off-policy Option Learning
  2020/7/1
• Simple Sensor Intentions for Exploration
  2020/5/1
• Keep Doing What Worked: Behavioral Modelling Priors for Offline Reinforcement Learning
  2020/2/1
• Continuous-Discrete Reinforcement Learning for Hybrid Control in Robotics
  2020/1/1
• Imagined Value Gradients: Model-Based Policy Optimization with Transferable Latent Dynamics Models
  2019/10/1
• Compositional Transfer in Hierarchical Reinforcement Learning
  2019/6/1
• Simultaneously Learning Vision and Feature-based Control Policies for Real-world Ball-in-a-Cup
  2019/2/1
• Learning by Playing - Solving Sparse Reward Tasks from Scratch
  2018/2/1
• PVEs: Position-Velocity Encoders for Unsupervised Learning of Structured State Representations
  2017/5/1
• Data-efficient Deep Reinforcement Learning for Dexterous Manipulation
  2017/4/1