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- README.md +44 -0
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README.md
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---
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tags:
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- robotics
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- vla
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- machine-unlearning
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- pi0.5
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- libero
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license: cc-by-4.0
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---
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# Behavior Uncloning — Entangled-Object PO Step 80
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**Experiment**: Entangled-object unlearning (Pivot A)
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**Task**: Forget "milk" (T5) while retaining visually near-identical "orange juice" (T0) on LIBERO-Object
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**Method**: PO (Action Redirection (PO))
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**Base model**: pi0.5 (3.35B params, flow matching)
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## Results
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| Metric | Value |
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|--------|-------|
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| **HM** | **1.00** |
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| Forget SR (milk) | 0% |
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| Retain SR | 100.0% |
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| OJ SR (visual neighbor) | 100% |
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## Context
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This checkpoint is from the **entangled-object forgetting** experiment, which tests
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whether unlearning can distinguish between visually near-identical objects (milk and
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orange juice are both rectangular cartons of similar size).
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Unlike the [butter experiment](https://huggingface.co/haohw/behavior-uncloning-object-po-step80)
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where the forget target was geometrically unique, this experiment deliberately uses
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the hardest visual discrimination case in the dataset.
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See the [full report](https://github.com/haohww/behavior-uncloning/blob/main/docs/experiments/vla/entangled_object_report.md) for details.
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## Training Config
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- Suite: LIBERO-Object, Forget: T5 (milk, dataset index 5)
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- Steps: 80, BS=32, LR=1e-5
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- Hardware: 8xA100-80GB (FSDP)
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- Framework: [openpi](https://github.com/Physical-Intelligence/openpi)
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_CHECKPOINT_METADATA
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{"item_handlers": {"assets": "openpi.training.checkpoints.CallbackHandler", "params": "orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler", "train_state": "orbax.checkpoint._src.handlers.pytree_checkpoint_handler.PyTreeCheckpointHandler"}, "metrics": {}, "performance_metrics": {}, "init_timestamp_nsecs": 1773207372946402148, "commit_timestamp_nsecs": 1773207428538800945, "custom_metadata": {}}
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assets/physical-intelligence/libero/norm_stats.json
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{
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"norm_stats": {
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"state": {
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"mean": [
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"actions": {
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"mean": [
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}
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}
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params/_METADATA
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|
params/_sharding
ADDED
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@@ -0,0 +1 @@
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+
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|
train_state/_sharding
ADDED
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@@ -0,0 +1 @@
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| 1 |
+
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train_state/array_metadatas/process_0
ADDED
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@@ -0,0 +1 @@
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| 1 |
+
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ADDED
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