الباحثون

Liancheng Fang

المنشورات 2

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ALoDLM: Adaptively Looped Diffusion Language Models

Liancheng Fang, Zhuowei Li, Youngeun Kim وآخرون · 2026

Diffusion language models (DLMs) enable fast generation by predicting multiple tokens in parallel, but their practical adoption remains limited by a persistent quality gap relative to comparably sized autoregressive (AR) models. We attribute this gap to a computation-difficulty mismatch: within a partially observed seq …

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DynGraphAgentBench: A Benchmark for Agentic Lifecycle Control in Dynamic Graph Anomaly Detection

Yuwei Han, Lingwei Wei, Wooseong Yang وآخرون · 2026

Dynamic graph anomaly detection requires repeated decisions as graph structure and class prevalence drift, yet detector benchmarks usually score a fixed pipeline after current labels are known. We introduce DynGraphAgentBench, an executable benchmark for agentic lifecycle control under delayed feedback. It comprises se …

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