Mechanism Design

Very Credible Auction, to be presented at ICLR AIMS Workshop 2026.
Thanawat Sornwanee.
Ox


Estimation, Prediction, & Inference

SD-KDE: Score-Debiased Kernel Density Estimation, NeurIPS 2025.
Elliot Epstein*, Rajat Dwaraknath*, Thanawat Sornwanee*, John Winnicki*, Jerry Liu*.
SDKDE


Machine Learning & Optimization

Unbiased Single-Queried Gradient for Combinatorial Objective
Thanawat Sornwanee.
Unbiased Single-Queried Gradient for Combinatorial Objective
Differentiable Integer Linear Programming is not Differentiable & it's not a mere technical problem, Note.
Thanawat Sornwanee.
Differentiable Integer Linear Programming is not Differentiable


Large Language Model & Artificial Intelligence

Allocate Marginal Reviews to Borderline Papers Using LLM Comparative Ranking, to be presented at ICLR AIMS Workshop 2026.
Elliot Epstein, John Winnicki, Thanawat Sornwanee, Rajat Dwaraknath.
Allocate Marginal Reviews to Borderline Papers Using LLM Comparative Ranking
LLMs are Overconfident: Evaluating Confidence Interval Calibration with FermiEval, best paper award at AAAI AIR-FM Workshop 2026.
Elliot Epstein, Rajat Dwaraknath, John Winnicki, Thanawat Sornwanee.
FermiEval


Social Learning

Reinforced Social Learning, presented at INFORMS Annual Meeting 2024.
Thanawat Sornwanee.
Reinforced Social Learning


Competitive Analysis

1-Dimensional Normal Competitive Market Equilibrium
Thanawat Sornwanee.
1-Dimensional Normal Competitive Market Equilibrium

*Author names in alphabetical order