Publications

Hochan Son
Equal contribution
, Kyungdoe Han
Equal contribution
, Jaehan Koh, Xiaowu Dai, Wenlu Xu, Guang Cheng (2026). Persistent Memory in Multi-Agent LLM Inference: What It Costs, What It Buys, and When You Can Tell. NeurIPS 2026 MLForSys.
PDF Source Document Edge LLM Inference
Hochan Son (2026). Toward an Auto-Synthesizer: Stress-Aware Selection and Recommendation of Deep Tabular Generative Models. UCLA Master’s Thesis.
eScholarship Code Synthony table-synthesizers
Hochan Son, Xiaofeng Lin, Jason Ni, Guang Cheng (2026). SYNTHONY: A Stress-Aware, Intent-Conditioned Agent for Deep Tabular Generative Models Selection. ICLR 2026 DeLTA.
PDF Source Document Code Synthony