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metadata
tags:
  - robotics
  - vla
  - unlearning
  - pi0.5
  - libero
license: apache-2.0

Behavior Uncloning — GD (step 20)

VLA unlearning checkpoint: pi0.5 model with GD unlearning applied.

Results

Metric Value
Method GD
Training Steps 20
Forget Task "turn on the stove" (LIBERO-Goal T6)
Forget SR 0% (baseline: 100%)
Retain SR 95.6% (baseline: 97.8%)
HM 0.98

Usage

# Serve with openpi
uv run scripts/serve_policy.py --env LIBERO policy:checkpoint \
    --policy.config pi05_libero --policy.dir <path_to_checkpoint>

Method

Gradient Difference: L = -L_forget + L_retain. Adds retain regularization to prevent catastrophic forgetting.

Base model: pi0.5 LIBERO

See full report: experiment_report.md