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cs.LG2026
Orion: Characterizing and Programming Apple's Neural Engine for LLM Training and Inference
Ramchand Kumaresan
Over two billion Apple devices ship with a Neural Processing Unit (NPU) - the Apple Neural Engine (ANE) - yet this accelerator remains largely unused for large language model workl…
cs.LG2026
ACAR: Adaptive Complexity Routing for Multi-Model Ensembles with Auditable Decision Traces
Ramchand Kumaresan
We present ACAR (Adaptive Complexity and Attribution Routing), a measurement framework for studying multi-model orchestration under auditable conditions. ACAR uses self-consistency…