Modelsslug: touch-r1

Touch-R1

First MLLM for cross-sensor tactile reasoning, using RL to correct visual misjudgments with touch evidence.

Curated Intelligence

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机器之心 (微信公众号)T2·Models
78 pts
Touch-R1 Becomes First Touch Reasoning Model Accepted at NeurIPS 2026

A joint team from Daimon Robotics, Xiamen University, Nanjing University, Great Bay University and Fudan University introduced Touch-R1, the first model to apply reinforcement learning to cross-sensor tactile reasoning, enabling MLLMs to override visual misjudgments with touch evidence. The work ships with the TouchReason-1M dataset and TouchReason-Bench benchmark, and has been accepted at NeurIPS 2026.