Embodied Robotics Research

Tag: rl

9 items with this tag.

  • Aug 17, 2026

    Temporal GRPO: Beyond Trajectory-Level Credit in Vision-Language-Action Reinforcement Learning

    • rl
    • vla
    • grpo
    • credit-assignment
    • vla-posttraining
  • Jul 13, 2026

    REGRIND: A Minimalist Retargeting-Guided Reinforcement Learning Recipe for Dexterous Manipulation

    • rl
    • dexterous-manipulation
    • sim-to-real
    • motion-retargeting
  • Jun 25, 2026

    Support-Constrained RL Enables Real-World Policy Improvement without Real-World Experience (SCORE)

    • rl
    • sim-to-real
    • dexterous-manipulation
    • flow-matching
    • vla-posttraining
  • Jun 19, 2026

    Robot Self-Improvement via Human-Video Dynamics Models

    • rl
    • human-video
    • self-improvement
    • failure-correction
    • vla-posttraining
  • Jun 11, 2026

    Embodied-R1.5: Evolving Physical Intelligence via Embodied Foundation Models

    • embodied-foundation-model
    • rl
    • planner-grounder-corrector
    • qwen3
    • multi-task
    • self-correction
  • Jun 10, 2026

    TacCoRL: Integrating Tactile Feedback into VLA via Simulation Co-Training and RL

    • tactile
    • contact-rich
    • sim-to-real
    • co-training
    • rl
    • vla
    • contact-exploration
  • Jun 09, 2026

    MARCH: Model-Assisted Reinforcement Learning for the Perceptive Control of Humanoids over Sparse Footholds

    • rl
    • humanoid
    • locomotion
    • model-based
    • teacher-student
    • clf-reward
    • sparse-footholds
    • tufts
  • Jun 08, 2026

    ReCoVLA: VLM-Guided Reward Compilation for Failure Recovery in Vision-Language-Action Policies

    • rl
    • vla
    • reward-modeling
    • failure-recovery
    • sim-to-real
    • vla-posttraining
  • May 12, 2026

    RAW-Dream: Reinforcing VLAs in Task-Agnostic World Models

    • world-model
    • rl
    • vla
    • task-agnostic
    • reward-free
    • vlm-reward
    • microsoft-research

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