日本フィジカルAI新聞

世界のフィジカルAIを、日本語で。

週刊ニュースレター購読
人間ロボット協調arXiv:2609.01662v1

すべての一致が裏付けとなるわけではない:人間とロボットの協調における型付き行動受理のための来歴保存型多視点融合

Not All Agreement Counts as Corroboration: Provenance-Conserving Multi-View Fusion for Typed Action Admission in Human-Robot Collaboration

シェア:XThreadsFacebookLINEはてブBluesky

予測の一致だけでは証拠にならず、情報の来歴(出所)が重要であるとして、来歴の分割に基づいて証拠を数え、行動の受理条件を判定するPACTという手法を提案した。

著者: Zekai Jin, Hanrong Zhang, Yihong Tang, Fei Hu, Zhen Dong, Yi Shao

分類: cs.RO, cs.AI

原文アブストラクト

For embodied systems, predictive agreement alone does not determine whether evidence warrants action; evidential origin matters. Repeated inference over one observation can multiply agreement without adding evidence, while source-local values do not reveal whether outputs have separately countable origins. PACT treats evidence countability as a relational variable for provenance-conserving fusion and typed action admission. A supplied provenance partition defines countable units. PACT retains coordinatewise support shared within each unit, accumulates only across units, and maps unmet release conditions to hold, confirm, or fallback. Under the stated assumptions, source-local values cannot identify countability; the coordinatewise meet is the greatest budget satisfying singleton fidelity and insertion non-amplification, with coarsening monotonicity and fixed-partition stability. Across 31,200 evaluations in 48 scene clusters, PACT attains a common-support normalized risk-coverage area (ncsAURC) of 0.0861. Excluding the constructed adversarial-consensus arm, provenance-partition aggregation reduces ncsAURC by 0.0557 relative to singleton aggregation, while the corroboration contrast vanishes. On complete-source records, native scores favor PACT, but a common posterior-peak score narrows its difference from nested Dirichlet and favors product fusion. Reassigning provenance over unchanged predictions moves evidence budgets as predicted. In offline human-robot collaboration, eightfold within-camera duplication leaves 720 typed responses per checkpoint unchanged; camera-grouped PACT admits 47 of 57 Qwen3-VL-32B reference-consistent candidates with no observed reference-inconsistent admission in 60 episodes. PACT separates computational from evidential multiplicity: agreement constitutes corroboration only when provenance permits separate accumulation.

関連論文