Mechanism Design

Tiering the Remuneration of Reserves.
Darrell Duffie*, Thanawat Sornwanee*, Francesco Spizzuoco*.

Very Credible Auction, ICLR AIMS Workshop 2026.
Thanawat Sornwanee.

Estimation, Prediction, Inference & Testing

Full Conformal Prediction under Stochastic Non-Conformity Measure, AISTATS Calibration for Modern AI Workshop 2026.
Thanawat Sornwanee.

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

Machine Learning & Optimization

Unbiased Single-Queried Gradient for Combinatorial Objective
Thanawat Sornwanee.

Differentiable Integer Linear Programming is not Differentiable & it's not a mere technical problem, Note.
Thanawat Sornwanee.

LLM & AI Alignment

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.

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.

Social Learning

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

Competitive Analysis

1-Dimensional Normal Competitive Market Equilibrium
Thanawat Sornwanee.

*Author names in alphabetical order