Publications

A collection of my research work.

PrefBench: Evaluating Zero-Shot LLM Agents in Hidden-Preference Personalized Pricing Negotiations

PrefBench: Evaluating Zero-Shot LLM Agents in Hidden-Preference Personalized Pricing Negotiations

Yingjie Lei

arXiv, 2026

A benchmark for evaluating zero-shot LLM agents in multi-round pricing negotiations with hidden buyer preferences.

Code
Draft-and-Target Sampling for Video Generation Policy

Draft-and-Target Sampling for Video Generation Policy

Qikang Zhang, Yingjie Lei, Wei Liu, Daochang Liu

arXiv, 2026

A training-free acceleration method for diffusion-based video generation policies, evaluated on robotic manipulation and embodied control benchmarks.

Code
Test time training for 4D medical image interpolation

Test time training for 4D medical image interpolation

Qikang Zhang, Yingjie Lei, Zihao Zheng, Ziyang Chen, Zhonghao Xie

IJCNN, 2025

A self-supervised test-time adaptation framework for robust 4D medical image interpolation under distribution shift.

Code