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cs.LG2026
Training-Free Looped Transformers
Lizhang Chen, Jonathan Li, Chen Liang +2
We introduce training-free looped transformers, in which a lightweight inference-time wrapper loops a contiguous mid-stack block of layers of a frozen checkpoint without additional…
cs.LG2026
CRAFT: Conflict-Resolved Aggregation for Federated Training
Ziqi Wang, Qiang Liu, Nils Thuerey
The aggregation of conflicting client updates remains a fundamental bottleneck in federated learning (FL) under heterogeneous data distributions. Naive averaging can produce a glob…