Uncertainty Characterization of Foundation Models for Reliable Applications in Materials and Chemistry
- Emilio Ashton Vital Brazil
- Priscilla Barreira Avegliano
- et al.
- 2025
- ACS Spring 2025
Publications
75 results for Uncertainty Quantification
Uncertainty Analysis of Molecular Quantum Properties Prediction Using Chemical Foundation Models
- 2025
- ACS Spring 2025
Randomized Matrix-Free Quadrature: Unified and Uniform Bounds for Stochastic Lanczos Quadrature and the Kernel Polynomial Method
- Tyler Chen
- Thomas Trogdon
- et al.
- 2025
- SIAM Journal on Scientific Computing
Uncertainty Analysis in Predicting Molecular Properties Using Chemical Foundation Models
- 2025
- AAAI 2025
Sequential uncertainty quantification with contextual tensors for social targeting
- 2024
- KAIS
Weak Supervision Performance Evaluation via Partial Identification
- Felipe Maia Polo
- Subha Maity
- et al.
- 2024
- NeurIPS 2024
Graph-based Uncertainty Metrics for Long-form Language Model Generations
- Mingjian Jiang
- Yangjun Yangjun
- et al.
- 2024
- NeurIPS 2024
Consistency-based Black-box Uncertainty Quantification for Text-to-SQL
- Debarun Bhattacharjya
- Balaji Ganesan
- et al.
- 2024
- NeurIPS 2024
Advanced Physics-AI Models for Rain Enhancement in Arid Regions
- Lloyd Treinish
- Mukul Tewari
- et al.
- 2024
- AGU 2024
Modelling the Extreme July 2023 Hudson Valley Precipitation Event Using WRF
- Anthony Praino
- Lloyd Treinish
- et al.
- 2024
- AGU 2024