Black-Box Uncertainty Quantification for Large Language Models via Ensemble-of-Ensembles
- Wang Ma
- Debarun Bhattacharjya
- et al.
- 2026
- AAAI 2026
Workshop paper
Publications
90 results for Uncertainty Quantification
SOFAI-LM: A Cognitive Architecture for Building Efficient and Reliable Reasoning Systems with LLMs
- Vedant Khandelwal
- Francesca Rossi
- et al.
- 2026
- AAAI 2026
TutorialGuard-railing Geospatial Foundation Models
- 2025
- AGU 2025
PosterComparison 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 learning
- Arash Fathi
- Joao Lucas de Sousa Almeida
- et al.
- 2025
- AGU 2025
PosterAdvances in Emulating Earth System Models
- Björn Lütjens
- Kalyn Dorheim
- et al.
- 2025
- AGU 2025
WorkshopCross-Process Defect Attribution using Potential Loss Analysis
- Ide-San Ide
- Kohei Miyaguchi
- 2025
- WSC 2025
Conference paperKnow What You Don't Know: Uncertainty Calibration of Process Reward Models
- Young Jin Park
- Kristjan Greenewald
- et al.
- 2025
- NeurIPS 2025
Conference paperFoundation Models Enabling Multi-Scale Battery Materials Discovery: From Molecules To Devices
- Vidushi Sharma
- Andy Tek
- et al.
- 2025
- NeurIPS 2025
Workshop paperQuantifying policy uncertainty in generative flow networks with uncertain rewards
- Ramon Nartallo-kaluarachchi
- Robert Manson Sawko
- et al.
- 2025
- NeurIPS 2025
Workshop paperSIMBA UQ: Similarity-Based Aggregation for Uncertainty Quantification in Large Language Models
- Debarun Bhattacharjya
- Balaji Ganesan
- et al.
- 2025
- EMNLP 2025
Paper