3 citations · 3 across the 1 of their papers we have counts for
3 papers
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…
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…
Long-Term Fairness in Sequential Multi-Agent Selection with Positive Reinforcement
Bhagyashree Puranik, Ozgur Guldogan, Upamanyu Madhow +1
While much of the rapidly growing literature on fair decision-making focuses on metrics for one-shot decisions, recent work has raised the intriguing possibility of designing seque…