Research

I am interested in the theory and empirical science of LLM as well as its societal impact. Before joining MIT, I mainly
studied computational optimization problems in social fairness, algorithmic game theory, and machine learning.

My current research is supported by the M3S program. My Google Scholar profile can be found by clicking here.

Selected Publications

1. Probe-Free Low-Rank Intervention
   Chonghe Jiang*, Bao Nguyen*, Anthony Man-Cho So, Viet Anh Nguyen
   NAACL 2025
   Slides Code
2. GETS: Ensemble Temperature Scaling for Calibration in Graph Neural Networks
   Dingyi Zhuang*, Chonghe Jiang*, Yunhan Zheng, Shenhao Wang, Jinhua Zhao
   ICLR 2025, Spotlight
   Code
3. Accelerated Price Adjustment for Fisher Markets with Exact Recovery of Competitive Equilibrium
   He Chen*, Chonghe Jiang*, Anthony Man-Cho So*
   Preliminary version published in WINE 2025
4. Computing Competitive Equilibrium for Chores: Linear Convergence and Lightweight Iteration
   He Chen, Chonghe Jiang, Anthony Man-Cho So
   Major Revision: Games and Economic Behavior (GEB)
   Preliminary version published in WINE 2024
   Slides Code

Selected Working Papers

1. Tractable Approximations of Joint Chance Constrained Programs: An Improvement, with Zhaolin Hu (To be submitted)
2. Bridging Convex and Nonconvex Approaches: Geodesic Strong Convexity of QCQPs from Tightness and Strict Complementarity of SDR, with Huikang Liu, Jinxin Wang, and Anthony Man-Cho So (To be submitted)
3. On the Estimation Performance of Generalized Power Method for Heteroscedastic Probabilistic PCA, with Jinxin Wang, Huikang Liu, and Anthony Man-Cho So (Submitted)