2 papers
cs.LG2026
Counterfactually Fair Conformal Prediction
Ozgur Guldogan, Neeraj Sarna, Yuanyuan Li +1
While counterfactual fairness of point predictors is well studied, its extension to prediction sets--central to fair decision-making under uncertainty--remains underexplored. On th…
cs.CL2024
Multi-Bin Batching for Increasing LLM Inference Throughput
Ozgur Guldogan, Jackson Kunde, Kangwook Lee +1
As large language models (LLMs) grow in popularity for their diverse capabilities, improving the efficiency of their inference systems has become increasingly critical. Batching LL…