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cs.AI2026
LLM Judge Validation Under Sparse Overlap: From Inference to Design
Junxuan Li, Arko Mukherjee, Soumyabrata Pal
Validating an LLM-as-a-judge requires estimating its agreement with humans, yet annotation budgets rarely allow every item to be multiply labeled. We prove that this overlap sparsi…
cs.LG2026
Agentic Planning with Reasoning for Image Styling via Offline RL
Subhojyoti Mukherjee, Stefano Petrangeli, Branislav Kveton +3
Direct prompt-based editing often fails on complex transformations because vague and subjective prompts often require nuanced understanding of what should be changed in the image.…