1 citations · 1 across the 5 of their papers we have counts for
3 papers · 1 filter
MultiAlloc: Budget-Aware Precision Allocation for KV Cache Quantization
Yangchengyu Zhou, Zhiping Wu, Runchang Jiang +5
The Key-Value (KV) cache constitutes a dominant source of memory consumption during large language model (LLM) inference, particularly in long-context and complex reasoning scenari…
PhyAI: Real-Time Physical AI at the Edge, Scalable Rollouts in the Cloud
Chenghua Wang, Daliang Xu, Dongqi Cai +23
Physical AI policies require inference throughout their lifecycle, including model evaluation, cloud reinforcement learning rollout, edge GPU serving, and onboard deployment. Altho…
Beyond Scaling: Agents Are Heading to the Edge
Chunlin Tian, Dongqi Cai, Wanru Zhao +1
The bottleneck of useful agentic intelligence has shifted from compressing world knowledge into a single model to executing a coordinated system. This position paper argues that pe…