Author

Jingyang Chen

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Book Open access Sep 2026

Attending to the Core: Core-Task Attention for Recommendation

Core Task Attention (CTAtt), a core-task-centric method that employs a novel attention mechanism to adaptively aggregate informative representations from auxiliary tasks into the core task’s prediction tower, and achieves strong performance even when built upon a simple Shared-Bottom architecture.

Jing-Yang Chen, Chen-Ye Sun, Man Zhou et al. · Proceedings of the 20th ACM... · 0 citations

Preprint Aug 2026

Coalition-Aware Skill Reliability for Self-Evolving Agents

Systematic skill-bank audits reveal two recurring reliability failures: coalition pollution, where bank-level gains conceal negative coalition-level skill contributions, and cross-domain utility reversal, where source-beneficial skills reverse their effects after transfer.

Qiyan Zhao, Xiaofeng Zhang, Bo Liu et al. · 0 citations