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papers

Publications (5)

CHESS: Optimizing LLM Inference via Channel-Wise Thresholding and Selective Sparsification

Junhui He, Shangyu Wu, Weidong Wen +2

Adaptive Bayesian Multivariate Spline Knot Inference with Prior Specifications on Model Complexity

Junhui He, Ying Yang, Jian Kang

Scalable Bayesian inference for heat kernel Gaussian processes on manifolds

Junhui He, Guoxuan Ma, Jian Kang +1

A $^{2}$ ATS: Retrieval-Based KV Cache Reduction via Windowed Rotary Position Embedding and Query-Aware Vector Quantization

Junhui He, Junna Xing, Nan Wang +6

POP: Prefill-Only Pruning for Efficient Large Model Inference

Junhui He, Zhihui Fu, Jun Wang +1