Ramchand Kumaresan

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authored 3 papers about 9 hours ago

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

Paper • 2602.21231 • Published Feb 6

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

Paper • 2603.06728 • Published 21 days ago

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

Paper • 2603.22755 • Published 3 days ago

updated a collection 1 day ago

KALAVAI - Cooperative Decentralized LLM Training

Collection

Specialist models from arXiv 2603.22755. Cross-lingual, private-domain, and English specialists at 410M, 1B, and Qwen-2.5-1.5B scale. • 20 items • Updated 1 day ago