4 citations · 4 across the 3 of their papers we have counts for
3 papers
cs.AR2026
SPICE: Speculative Prefetching with Low-Rank Expert Surrogates and Heterogeneous Orchestration for MoE Inference Acceleration
Yongxiang Lyu, Ning Li, Bonian Jia
Mixture-of-Experts (MoE) models are increasingly used in LLMs because sparse activation decouples model capacity from compute cost. However, the large expert parameter footprint of…
cs.CL2026
LycheeMemory V2: Efficient Long-Term Memory for LLM Agents via Semantic Segment-Level Consolidation
Dongfang Li, Zixuan Liu, Junmai Wang +5
Long-horizon LLM agents must preserve information from past interactions to support future tasks. Existing memory systems typically rely on eager consolidation, invoking LLMs after…
cs.CL2024★ 4 cited
LLM-Driven Multimodal Opinion Expression Identification
Bonian Jia, Huiyao Chen, Yueheng Sun +2
Opinion Expression Identification (OEI) is essential in NLP for applications ranging from voice assistants to depression diagnosis. This study extends OEI to encompass multimodal i…