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#RL (43 篇)

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2026 Qwen-VLA: Unifying Vision-Language-Action Modeling across Tasks, Environments, and Robot Embodiments End-to-End VLA arXiv
2026 Green-VLA: Staged Vision-Language-Action Model for Generalist Robots End-to-End VLA arXiv
2025 Diffusion Policy Policy Optimization (DPPO) Diffusion Policy ICLR
2025 Isaac Lab Simulation & Sim2Real arXiv
2025 MuJoCo Playground Simulation & Sim2Real arXiv
2025 Dreamer V3: Mastering Diverse Domains through World Models World Model & Video Policy Nature
2025 A Survey on Efficient Vision-Language-Action Models End-to-End VLA arXiv
2025 Toward Embodied AGI: A Review of Embodied AI and the Road Ahead End-to-End VLA arXiv
2025 MiMo-Embodied: X-Embodied Foundation Model Technical Report End-to-End VLA arXiv
2025 LACY: A Vision-Language Model-based Language-Action Cycle for Self-Improving Robotic Manipulation End-to-End VLA arXiv
2024 SimplerEnv Simulation & Sim2Real NeurIPS
2024 HumanPlus Imitation Learning CoRL
2024 BEHAVIOR-1K Simulation & Sim2Real CoRL
2024 Habitat 3.0 Simulation & Sim2Real ICLR
2024 GR-2: Generative Video-Language-Action Model End-to-End VLA arXiv
2024 The Llama 3 Herd of Models VLM Foundation arXiv
2024 Genie: Generative Interactive Environments World Model & Video Policy ICML
2024 The Essential Role of Causality in Foundation World Models for Embodied AI World Model & Video Policy ICML
2023 LIBERO Datasets & Benchmarks NeurIPS
2023 Open X-Embodiment Datasets & Benchmarks ICRA
2023 Code as Policies: Language Model Programs for Embodied Control High-Level Planning ICRA
2023 LLM+P: Empowering LLMs with Optimal Planning High-Level Planning arXiv
2023 VoxPoser High-Level Planning CoRL
2023 BridgeData V2 Datasets & Benchmarks CoRL
2023 Transformers are Sample-Efficient World Models World Model & Video Policy ICLR
2023 TWM: Transformer-based World Models World Model & Video Policy ICLR
2023 Toward General-Purpose Robots via Foundation Models: A Survey and Meta-Analysis World Model & Video Policy arXiv
2022 SayCan: Do As I Can, Not As I Say High-Level Planning CoRL
2022 DexMV Simulation & Sim2Real ECCV
2022 DayDreamer World Model & Video Policy CoRL
2021 What Matters in Learning from Offline Human Demonstrations for Robot Manipulation Datasets & Benchmarks CoRL
2021 Implicit Behavioral Cloning Imitation Learning CoRL
2021 Isaac Gym: High Performance GPU-Based Physics Simulation For Robot Learning Simulation & Sim2Real NeurIPS Datasets
2021 Habitat 2.0 Simulation & Sim2Real NeurIPS
2021 ManiSkill Simulation & Sim2Real NeurIPS
2021 Mastering Atari with Discrete World Models World Model & Video Policy ICLR
2020 robosuite: A Modular Simulation Framework and Benchmark for Robot Learning Datasets & Benchmarks arXiv
2020 SAPIEN: A SimulAted Part-based Interactive ENvironment Simulation & Sim2Real CVPR
2020 Dream to Control: Learning Behaviors by Latent Imagination World Model & Video Policy ICLR
2019 Meta-World: A Benchmark and Evaluation for Multi-Task and Meta Reinforcement Learning Datasets & Benchmarks CoRL
2019 Habitat: A Platform for Embodied AI Research Simulation & Sim2Real ICCV
2018 World Models World Model & Video Policy NeurIPS
2016 Generative Adversarial Imitation Learning Imitation Learning NeurIPS