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cs.AI2026
Reward Design for Physical Reasoning in Vision-Language Models
Derek Lilienthal, Manisha Mukherjee, Sameera Horawalavithana
Physical reasoning over images requires integrating perception, domain knowledge, and multi-step symbolic inference, yet Vision-Language Models (VLMs) fall far short of human perfo…
cs.SE2026
Inference-Time Safety For Code LLMs Via Retrieval-Augmented Revision
Manisha Mukherjee, Vincent J. Hellendoorn
Large Language Models (LLMs) are increasingly deployed for code generation in high-stakes software development, yet their limited transparency in security reasoning and brittleness…