The Consistency Hypothesis in Uncertainty Quantification for Large Language ModelsQuan XiaoDebarun Bhattacharjyaet al.2025UAI 2025
Assessing Confidence in Large Language Models by Classifying Task Correctness using Similarity FeaturesDebarun BhattacharjyaBalaji Ganesanet al.2025ICLR 2025
WikiContradict: A Benchmark for Evaluating LLMs on Real-World Knowledge Conflicts from WikipediaYufang HouAlessandra Pascaleet al.2024NeurIPS 2024
Consistency-based Black-box Uncertainty Quantification for Text-to-SQLDebarun BhattacharjyaBalaji Ganesanet al.2024NeurIPS 2024
A Framework for Agents Guiding Foundation Models through Knowledge and ReasoningDebarun BhattacharjyaJunkyu Leeet al.2024IJCAI 2024
Designing Machine Learning Pipeline Toolkit for AutoML Surrogate Modeling OptimizationPaulito PalmesAkihiro Kishimotoet al.2023JuliaCon 2023
Automated AI For Decision Optimization with Reinforcement LearningShankar SubramaniamTakayuki Osogamiet al.2023AAAI 2023
An End-to-end Automated AI System for Reinforcement LearningLong VuTodd Mummertet al.2022INFORMS 2022