NDSS 2025 – TrajDeleter: Enabling Trajectory Forgetting In Offline Reinforcement Learning Agents

Why It Matters

As offline RL expands into sensitive domains like healthcare and energy, the ability to quickly erase the influence of erroneous or privacy‑sensitive data becomes crucial for compliance and safety. TrajDeleter offers a practical, efficient solution that mitigates risks without the costly overhead of retraining from scratch, making responsible AI deployment more feasible.