Federated Nested Learning: Collaborative Training of Self-Referential Memories for Test-Time Adaptation

In three linesFedNL reformulates federated learning as a three-level nested optimization system. Embeds Titans-based linear attention for zero-shot test-time adaptation without additional training. Tested on Non-IID MMLU and long-context benchmarks with constant inference memory.

Summary generated by Claude — human-verified