Robotics
Transformers
Safetensors
English
vision-language-action
so-101
spa-bench
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Anonymous supplementary artifact release
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metadata
language:
  - en
library_name: transformers
base_model: Qwen/Qwen2.5-VL-3B-Instruct
datasets:
  - Spa-Bench/spa-bench-training-teleoperation-1200
pipeline_tag: robotics
tags:
  - robotics
  - vision-language-action
  - so-101
  - spa-bench
license: other
license_name: qwen-research
license_link: https://huggingface.co/Qwen/Qwen2.5-VL-3B-Instruct/blob/main/LICENSE

VLA-0 — Spa-Bench Epoch 12

This checkpoint is released as an anonymous supplementary artifact for a paper under double-blind review. It was evaluated on a physical SO-101 robot in Spa-Bench.

Model details

Field Value
Checkpoint End of epoch 12; 77,246 optimizer updates
Inputs Middle RGB, wrist RGB, six joint positions, and a text instruction
Action representation Six joint targets encoded as text with 1,000 bins
Action horizon 8
Adaptation Full Qwen backbone; no LoRA or QLoRA
Optimizer AdamW; learning rate 5e-6; weight decay 0.01

Training-data documentation: spa-bench-training-teleoperation-1200.

Physical evaluation

0/72 familiar physical rollouts succeeded. Evaluation stopped before the withheld-composition protocol, so this is a partial result. These are physical rollout results, not simulation metrics.

Rollouts: spa-bench-eval-rollouts-vla-0-partial.

Limitations and safety

Training used a motion-trimmed projection of the 1,200-episode release. Deployment requires the VLA-0 inference stack; this is not a drop-in LeRobot policy. Robot policies can move hardware unexpectedly. Use conservative limits, an accessible emergency stop, a clear workspace, and direct supervision. Do not deploy unattended or in safety-critical settings.

Double-blind release note

Author, institution, source-repository, and archival citation details are intentionally omitted during review. They will be restored in the archival release.