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cs.RO2026
Progress Probes : Lightweight Runtime Monitoring for Vision-Language-Action Models
Atiksh Bhardwaj, Edward W. Duan, Junwon Seo +4
Vision-Language-Action (VLA) models can perform diverse manipulation tasks directly from visual observations and natural language instructions, but they remain prone to mistakes an…
cs.RO2026
Decoding Task Progress from VLA Representations
Atiksh Bhardwaj, Edward Weiyi Duan, Prithwish Dan +2
Vision-language-action models (VLAs) are moving rapidly towards deployment as general-purpose manipulation policies, but we currently lack basic tools for understanding what these…