Ramchand Kumaresan

Academic · 1 min

KALAVAI: Predicting When Independent Specialist Fusion Works -- A Quantitative Model for Post-Hoc Cooperative LLM …

arXiv:2603.22755v1 Announce Type: new Abstract: Independently trained domain specialists can be fused post-hoc into a single model that outperforms any individual specialist, and the gain …

Ramchand Kumaresan

15 views Mar 25

Academic · 1 min

Orion: Characterizing and Programming Apple's Neural Engine for LLM Training and Inference

arXiv:2603.06728v1 Announce Type: new Abstract: Over two billion Apple devices ship with a Neural Processing Unit (NPU) - the Apple Neural Engine (ANE) - yet …

Ramchand Kumaresan

20 views Mar 10

Academic · 1 min

ACAR: Adaptive Complexity Routing for Multi-Model Ensembles with Auditable Decision Traces

arXiv:2602.21231v1 Announce Type: cross Abstract: We present ACAR (Adaptive Complexity and Attribution Routing), a measurement framework for studying multi-model orchestration under auditable conditions. ACAR uses …

Ramchand Kumaresan

24 views Mar 1

Articles by Ramchand Kumaresan

KALAVAI: Predicting When Independent Specialist Fusion Works -- A Quantitative Model for Post-Hoc Cooperative LLM …

Orion: Characterizing and Programming Apple's Neural Engine for LLM Training and Inference

ACAR: Adaptive Complexity Routing for Multi-Model Ensembles with Auditable Decision Traces

JCG, PC

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