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cs.LG2026
Kernel Affine Hull Machines as Compute-Efficient Encoders for Frozen Semantic Spaces
Mohit Kumar, Somayeh Kargaran, Bernhard A. Moser +1
Transformer-based semantic encoders are effective for retrieval, but in many deployments the recurring bottleneck is online query encoding rather than offline corpus indexing. This…
cs.LG2025
Operator-Theoretic Framework for Gradient-Free Federated Learning
Mohit Kumar, Mathias Brucker, Alexander Valentinitsch +4
Federated learning must address heterogeneity, strict communication and computation limits, and privacy while ensuring performance. We propose an operator-theoretic framework that…