Black-Box Uncertainty Quantification for Large Language Models via Ensemble-of-EnsemblesWang MaDebarun Bhattacharjyaet al.2026AAAI 2026
SOFAI-LM: A Cognitive Architecture for Building Efficient and Reliable Reasoning Systems with LLMsVedant KhandelwalFrancesca Rossiet al.2026AAAI 2026
Comparison of simulated and observed methane plumes at oil and gas sites in the Permian Basin using advanced dispersion, coupled mesoscale-LES atmospheric modeling, and scientific machine learningArash FathiJoao Lucas de Sousa Almeidaet al.2025AGU 2025
Know What You Don't Know: Uncertainty Calibration of Process Reward ModelsYoung Jin ParkKristjan Greenewaldet al.2025NeurIPS 2025
Foundation Models Enabling Multi-Scale Battery Materials Discovery: From Molecules To DevicesVidushi SharmaAndy Teket al.2025NeurIPS 2025
Quantifying policy uncertainty in generative flow networks with uncertain rewardsRamon Nartallo-kaluarachchiRobert Manson Sawkoet al.2025NeurIPS 2025
SIMBA UQ: Similarity-Based Aggregation for Uncertainty Quantification in Large Language ModelsDebarun BhattacharjyaBalaji Ganesanet al.2025EMNLP 2025