SWE-Clar: Can Coding Agents Clarify Incomplete Client Requirements and Deliver Greenfield Software?

Jialei Li, Dingxian Wang, Xiaoyan Zhao, Yimeng Bai, Xuanyi Zhu, Yang Zhang, Chao Yin, Wentao Shi, Ganesh Prabhu, Karthik Gomadam Rajagopal, Brett Levert, Darvin Yi, Andrew Rabinovich, Zhao Chen

WWW 2027Under reviewCo-first author

100 greenfield software tasks grounded in real client commissions and 512 requirement questions for evaluating clarification and independent software delivery.

Paper/PDF/Code

MESA: Long-Term Agent Memory as an Emergent Society of Agents

WWW 2027Under reviewCo-first author

A long-term memory in which each matter the user pursues is owned by an agent that keeps its situation and decides whether a request concerns it; the society of agents grows from the user's history.

UniGRec: Unified Generative Recommendation with Soft Identifiers for End-to-End Optimization

Jialei Li, Yang Zhang, Yimeng Bai, Shuai Zhu, Ziqi Xue, Xiaoyan Zhao, Dingxian Wang, Frank Yang, Andrew Rabinovich, Xiangnan He

ICLR 2027Under reviewFirst author

Unifies soft identifiers and generative recommendation for end-to-end optimization.

Paper/PDF/Code

Distribution-Level Contrastive Supervision for Generative Recommendation

Ziqi Xue, Dingxian Wang, Yimeng Bai, Shuai Zhu, Jialei Li, Xiaoyan Zhao, Frank Yang, Andrew Rabinovich, Yang Zhang, Pablo N. Mendes

RecSys 2026Short Paper

Soft semantic supervision for generative recommendation, through distribution-level alignment.

Paper/PDF/Code

The Transformer Oil Temperature Prediction Method Based on the CEEMDAN-PatchTST-Transformer Hybrid Model

Jialei Li et al.

ISCCN 2025Conference PaperFirst author

Combines CEEMDAN, PatchTST, and Transformer for transformer oil temperature prediction.

Paper/PDF