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cs.AI2026
Prediction Limits and Koopman Closure of Geometry-Induced Soft State Abstractions
Mohit Kumar, Somayeh Kargaran
Soft state representations assign states nonnegative class weights that sum to one, but agreement with reference labels does not guarantee accurate prediction of the next weight ve…
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…