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Chen-Yang An

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Review Aug 2026

Apodex Discovery: Reality Benchmarks and Environments for Evaluating and Building Discoverative Artificial Intelligence

Apollo did not reach the Moon merely because its engineers could solve difficult equations. It succeeded by turning a distant ambition into a mission architecture of explicit objectives, simulation, verification, and repeated correction. AI now faces a similar transition: frontier models can solve difficult tasks once...

Brian Wang, Bin Feng, Xiaoman Pan et al. · 1 citation
Book Open access Aug 2026

Taming Update Drift in Asynchronous Federated Learning via Orthogonal Calibration

OrthoFL is proposed, an orthogonal calibration framework that decouples global and local learning progress to reduce interference and consistently outperforms state-of-the-art asynchronous baselines under various delay patterns and heterogeneity scenarios.

Jiayun Zhang, Shuheng Li, Haiyu Huang et al. · 0 citations

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