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Torne et al.: short-video and long-text memory for robot policies

Contribution grade

Memory-augmented robot-policy systems · Human-designed research method or resource

Reference score55,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Combined compressed video history for short-term spatial context with language summaries for long-term semantic events, integrating both into a robot policy for partially observed multistage tasks.

Scientific scope

Combined compressed video history for short-term spatial context with language summaries for long-term semantic events, integrating both into a robot policy for partially observed multistage tasks. Robot memory, video encoders and language summaries are inherited. Fifteen-minute task evidence does not establish unlimited or lossless memory, guaranteed causal reasoning or universal in-context adaptation. Computational budget and error accumulation remain.

Evidence

The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Robot memory, video encoders and language summaries are inherited. Fifteen-minute task evidence does not establish unlimited or lossless memory, guaranteed causal reasoning or universal in-context adaptation. Computational budget and error accumulation remain.

Contributors

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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