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N. Roll

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#machine learning Preprint Sep 2026

The Sample Complexity of Quantum Entanglement Allocation

How many past requests are needed to decide which qubits should share entanglement? We show that the answer depends on the allocation choices created by the queries: a larger memory can require no more data. The memory stores a classical bit and answers requests through a fixed detector that preserves coherence within...

N. Roll · 0 citations
#machine learning Preprint Sep 2026

Orukeet: Multilingual ASR with Frozen Gabor Kernels

Orukeet replaces half of an adapted Parakeet encoder's temporal filters with 12,288 fitted Gabor kernels, freezes these replacements, and trains the remaining parameters on multilingual and multi-accent data. Final adaptation and checkpoint selection use LibriSpeech test-other. Across 20,146 FLEURS recordings in 25 lan...

N. Roll, Irene Yi, Büsra Marsan et al. · 0 citations

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