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Spandan Tiwari

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UltraQuant: 4-bit KV Caching for Context-Heavy Agents

This work frames 4-bit KV caching around multi-round agent workloads where task quality, cache residency, and serving throughput must be measured jointly, and presents serving optimizations on AMD GPUs, including optimized decode-attention kernels and UltraQuant.

Inesh Chakrabarti, David Limpus, Aditi Rana et al. · 0 citations
Preprint Aug 2026

Shape Mutating Expert Compression:LorExperts and BTExperts

LorExperts is introduced, a router-preserving compression method that clusters experts, keeps one full-precision dominant per cluster, and represents the remaining members as low-rank corrections to their local dominant, and BTExperts is introduced, a tree organization of dominants and corrections that enables inferenc...

Inesh Chakrabarti, Sourjya Roy, B. Bao et al. · 0 citations

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