Author

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

Asynchronous federated learning improves the efficiency of conventional synchronous protocols by integrating updates as they arrive. However, asynchrony and data heterogeneity make learning objectives at global and local levels inherently inconsistent—global optimization trajectories can conflict with ongoing local upd...

Jiayun Zhang, Shuheng Li, Haiyu Huang et al. · Proceedings of the 32nd ACM... · 0 citations