Ideas in detail

Writing

Notes and longer explanations behind the papers.

2026 · Research perspective

Single global merging in decentralized learning

When is communication most valuable? A closer look at sparse gossip, one final merge, and mergeability without strict consensus.

2025 · Research explainer

Following data influence across a peer-to-peer network—from the motivation to the theory and practical applications.

2023 · Research project

The connection between decentralized optimization, sharpness-aware minimization, and generalization.