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Author

Andrew Glaws

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#machine learning Preprint Sep 2026

From Graphs to Feeders: Constraint-Guided Diffusion for Rule-Compliant Feeder Generation

The proposed PG-DiGress model injects feeder constraints into the reverse diffusion process through soft masks that suppress incompatible edge classes during denoising, followed by a final projection step that rebuilds a connected, rule-compliant feeder graph.

Yu-Yao Qin, Andrew Glaws, Aadil Latif et al. · 0 citations
Preprint Aug 2026

Position: AI Agents in Scientific Teams Should Be Studied as Human-Agent Systems

This work argues that studying AI Scientists as human-agent systems (HAS) is both underexplored and undervalued, and calls for new research that adopts the HAS lens to develop mathematical frameworks for understanding and fostering human-AI synergy in scientific discovery.

P. Emami, Sameera Horawalavithana, T. Nguyễn et al. · 0 citations

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