Overview

Robot safety concerns preventing collisions, injury, unsafe contact, and unauthorized actions while robots operate in homes, workplaces, hospitals, and shared spaces. Common approaches include control barrier functions and reachability for formal safety constraints, runtime shields and backup controllers, and safe reinforcement learning that balances task reward with risk. As vision-language-action models and other learned policies enter robot control, researchers add perception-aware filters, rule-based authorization, adversarial testing, and benchmarks that measure safety throughout execution rather than task success alone. A central challenge is achieving useful performance under uncertain dynamics and imperfect sensing: guarantees depend on assumptions, interventions can be overly conservative, and success in simulation may not predict safe real-world behavior.

Latest papers

CardsList

230 papers41 papers in the last four weeks, up 3% on the four weeks before. 0.2% of all new papers.

  1. Whole-Body Safe Control of Robotic Systems with Koopman Neural Dynamics

    Mar 4, 2026Sebin Jung, Abulikemu Abuduweili, Jiaxing Li +1Robotic ControlRobot Safety

  2. Layered Safety: Enhancing Autonomous Collision Avoidance via Multistage CBF Safety Filters

    Feb 27, 2026Erina Yamaguchi, Ryan M. Bena, Gilbert Bahati +1Safety-Critical ControlControl Barrier Functions

  3. SafeGen-LLM: Enhancing Safety Generalization in Task Planning for Robotic Systems

    Feb 27, 2026Jialiang Fan, Weizhe Xu, Mengyu Liu +3Formal Methods for RLLarge Language Model-Based Robot Planning

  4. Refining Almost-Safe Value Functions on the Fly

    Feb 26, 2026Sander Tonkens, Sosuke Kojima, Chenhao Liu +2Safety-Critical ControlControl Barrier Functions

  5. Energy-Based Injury Protection Database: Including Shearing Contact Thresholds for Hand and Finger Using Porcine Surrogates

    Feb 23, 2026Robin Jeanne Kirschner, Anna Huber, Carina M. Micheler +4Robot Safety

  6. Contextual Safety Reasoning and Grounding for Open-World Robots

    Feb 23, 2026Zachary Ravichandran, David Snyder, Alexander Robey +3Robot Safety

  7. Safe and Interpretable Multimodal Path Planning for Multi-Agent Cooperation

    Feb 22, 2026Haojun Shi, Suyu Ye, Katherine M. Guerrerio +5Multi-Agent PlanningMulti-Robot Coordination

  8. Distributed Virtual Model Control for Scalable Human-Robot Collaboration in Shared Workspace

    Feb 19, 2026Yi Zhang, Omar Faris, Chapa Sirithunge +3Human-Robot CollaborationRobot Safety

  9. Unified Perceptive Fall Safety for Humanoids

    Feb 18, 2026Osher Azulay, Zhengjie Xu, Andrew Scheffer +1Humanoid Robot Fall RecoveryHumanoid Robot Control

  10. Reversible Simplex Supervision with Post-Action Debt Accounting for Goal-Reaching RL

    Jan 27, 2026Mehdi Heydari Shahna, Joongheon Kim, Jouni MattilaRL for RoboticsRobot Safety

  11. VLSA: Vision-Language-Action Models with Plug-and-Play Safety Constraint Layer

    Dec 9, 2025Songqiao Hu, Zeyi Liu, Shuang Liu +5Robot SafetyVision-Language-Action Models

  12. HumanHalo: Safe and Efficient 3D Navigation Among Humans via Minimally Conservative MPC

    Oct 20, 2025Simon Schaefer, Helen Oleynikova, Sandra Hirche +1Constrained Motion PlanningUAV Navigation

  13. How Well Do Latent World Models Understand Partially Observable Safety Constraints?

    Oct 7, 2025Matthew Kim, Kensuke Nakamura, Andrea BajcsyLatent World ModelsRobot Safety

  14. The Constitutional Controller: Doubt-Calibrated Steering of Compliant Agents

    Jul 21, 2025Simon Kohaut, Felix Divo, Navid Hamid +4Robotic ControlRobot Safety

  15. Captivity-Escape Games as a Means for Safety in Online Motion Generation

    Jun 2, 2025Christopher Bohn, Manuel Hess, Sören HohmannTrajectory GenerationSafety-Critical Control

  16. SHIELD: Safety on Humanoids via CBFs In Expectation on Learned Dynamics

    May 16, 2025Lizhi Yang, Blake Werner, Ryan K. Cosner +3Control Barrier FunctionsHumanoid Robot Control

  17. Passivity-Centric Safe Reinforcement Learning for Contact-Rich Robotic Tasks

    Mar 1, 2025Heng Zhang, Gokhan Solak, Sebastian Hjorth +1Robotic ControlContact-Rich Robotic Manipulation

  18. Adaptive Collision Sensitivity for Efficient and Safe Human-Robot Collaboration

    Sep 30, 2024Lukas Rustler, Matej Misar, Matej HoffmannRobot SafetyHuman-Robot Collaboration