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2026 顶会论文

作者位次 #4/5ICLR 2026Poster· General Machine Learning / Representation Learning

Escaping the Homophily Trap: A Threshold-free Graph Outlier Detection Framework via Clustering-guided Edge Reweighting

Yunhe Zhang · Jinyu Cai · Qi Hao · Pengyang Wang · See-Kiong Ng

可解释性OpenReview

作者位次 #5/7ICLR 2026Poster· General Machine Learning / Transfer, Multitask and Meta-learning

Out-of-Distribution Graph Models Merging

Yidi Wang · Ziyue Qiao · Jiawei Gu · Xubin Zheng · Pengyang Wang · pei Xiaobing · Xiao Luo

OpenReview

作者位次 #4/6ACL 2026Findings· Findings of ACL

Accelerating LLM Fine-Tuning via Embedding Knowledge Transfer

Meishu Peng · Ziyue Zhang · Yi Zhang · Pengyang Wang · Zixuan Yuan · Denghui Zhang

摘要

Incorporating Large Language Models (LLMs) for downstream tasks has recently garnered considerable attention, where fine-tuning plays a key role in LLMs’ adaptation. These LLMs, often consisting of billions of parameters, require vast amounts of computational resources when customizing them for n...

强化学习与后训练检索与知识推理OpenReview 项目页

作者位次 #4/4KDD 2026Oral· Knowledge Discovery & Data Mining

CAST-Norm: Coupled Adaptive Spatio-Temporal Normalization for Multivariate Time Series Forecasting

Haihua Xu · Ziyue Peng · Runchang Liang · Pengyang Wang

检索与知识OpenReview

作者位次 #4/4AAAI 2026Poster· Artificial Intelligence

Comprehensive Urban Region Representation Learning via Multi-View Joint Learning and Contrastive Learning

Yingde Lin · Yuanbo Xu · Lu Jiang · Pengyang Wang

可解释性OpenReview

Pengyang Wang

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