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Xiaofei Liao

5 accepted papers

2026

Neuromem: A Granular Decomposition of the Streaming Lifecycle in External Memory for LLMs

ICML 2026poster

Most evaluations of External Memory Module assume a static setting: memory is built offline and queried at a fixed state. In practice, memory is streaming: new facts arrive continuously, insertions interleave with retrievals, and the memory state evolves while the model is serving queries. In this r…

Cited by 0SourceScholar
2026

SAGE: A Dataflow-Native Framework for Modular, Controllable, and Transparent LLM-Augmented Reasoning

ICML 2026poster

LLM applications increasingly execute as end-to-end inference pipelines that couple generation with retrieval, stateful memory, context refinement, and tool use under strict tail-latency and SLO constraints. Today, these stages are often stitched together as RPC-connected services, obscuring cross-s…

Cited by 0SourceScholar
2025

NaFV-Net: An Adversarial Four-view Network for Mammogram Classification

AAAI 2025technical

Breast cancer remains a leading cause of mortality among women, with millions of new cases diagnosed annually. Early detection through screening is crucial. Using neural networks to improve the accuracy of breast cancer screening has become increasingly important. In accordance with radiologists' pr…

2023

A Composite Multi-Attention Framework for Intraoperative Hypotension Early Warning

AAAI 2023technical

Intraoperative hypotension (IOH) events warning plays a crucial role in preventing postoperative complications, such as postoperative delirium and mortality. Despite significant efforts, two fundamental problems limit its wide clinical use. The well-established IOH event warning systems are often bu…

Cited by 5SourcePDFScholar