AI News · 2026-11-06

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OopsieRecover: Learning Transferable VLA Corrections from Semantic Interventions

arXiv cs.RO ·

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Vision-Language-Action (VLA) models can perform a wide range of robotic manipulation tasks, but often fail during deployment. Teaching them to recover from these failures requir…

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An Ordering Optimization for Fruit-Vegetable in High-Density Environment based on Genetic Algorithm

arXiv cs.RO ·

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This paper presents a robotic harvesting method that combines RGB-D fruit localization, GA-based harvest ordering, and waypoint-based robot motion in dense and unstructured crop…

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TraceRouter++: Causal Semantic Routing Realignment via Optimal Transport

arXiv cs.CL ·

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Despite their remarkable capabilities, large foundation models (LFMs) remain susceptible to adversarial manipulation. Current safety intervention methods primarily rely on the \…

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Multi-User Large Language Model Agents

arXiv cs.CL ·

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Large language models (LLMs) and LLM-based agents are increasingly deployed as assistants in planning and decision making, yet most existing systems are implicitly optimized for…

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