2 citations · 4 across the 7 of their papers we have counts for
7 papers
Learning-Augmented Heuristics: Simple, yet Smart, Robust and Interpretable Cache Eviction
Haocheng Xia, William Nixon, Bintang Dwi Marthen +2
Caching is widely used across the system stack to improve performance and efficiency, with eviction algorithms at its core. Existing cache eviction policies fall into two broad cat…
Feature Attribution in Directed Acyclic Graphs Using Edge Intervention
Qiheng Sun, Junxu Liu, Xiaokai Mao +4
Shapley value-based feature attribution methods face challenges in scenarios involving complex feature interactions and causal relationships, even when a causal structure is provid…
CoKV: Optimizing KV Cache Allocation via Cooperative Game
Qiheng Sun, Hongwei Zhang, Haocheng Xia +3
Large language models (LLMs) have achieved remarkable success on various aspects of human life. However, one of the major challenges in deploying these models is the substantial me…
A Survey on Data Markets
Jiayao Zhang, Yuran Bi, Mengye Cheng +15
Data is the new oil of the 21st century. The growing trend of trading data for greater welfare has led to the emergence of data markets. A data market is any mechanism whereby the…
TabularMark: Watermarking Tabular Datasets for Machine Learning
Yihao Zheng, Haocheng Xia, Junyuan Pang +5
Watermarking is broadly utilized to protect ownership of shared data while preserving data utility. However, existing watermarking methods for tabular datasets fall short on the de…
Prompt Valuation Based on Shapley Values
Hanxi Liu, Xiaokai Mao, Haocheng Xia +3
Large language models (LLMs) excel on new tasks without additional training, simply by providing natural language prompts that demonstrate how the task should be performed. Prompt…
Shapley Value on Probabilistic Classifiers
Xiang Li, Haocheng Xia, Jinfei Liu
Data valuation has become an increasingly significant discipline in data science due to the economic value of data. In the context of machine learning (ML), data valuation methods…