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2026 顶会论文

作者位次 #5/9ICML 2026Poster· Deep Learning / Generative Models and Autoencoders

LineageFlow: Flow Matching for High-Fidelity Family-Aware Protein Sequence Generation

Langzhang Liang · Ming Yang · Yi Feng · Junfan Li · Shirui Pan · Xu Yinghui · Tianlei Ying · YIZHEN ZHENG · Zenglin Xu

OpenReview

作者位次 #5/6ICML 2026Poster· General Machine Learning / Unsupervised and Semi-supervised Learning

Towards One-for-All Anomaly Detection for Tabular Data

Shiyuan Li · Yixin Liu · Yu Zheng · Xiaofeng Cao · Shirui Pan · Heng Tao Shen

OpenReview

作者位次 #6/7ICML 2026Poster· Deep Learning / Graph Neural Networks

Rel-MOSS: Towards Imbalanced Relational Deep Learning on Relational Databases

Jun Yin · Peng Huo · Bangguo Zhu · Hao Yan · Xuchen Wang · Shirui Pan · Chengqi Zhang

OpenReview

作者位次 #8/8ICML 2026Poster· Deep Learning / Graph Neural Networks

ST-TGExplainer: Disentangling Stability and Transition Patterns for Temporal GNN Interpretability

Hongjiang Chen · Xin Zheng · Pengfei Jiao · Huan Liu · Zhidong Zhao · Huaming Wu · Feng Xia · Shirui Pan

可解释性OpenReview

作者位次 #5/6ICML 2026Poster· Deep Learning / Generative Models and Autoencoders

Variational Bayesian Flow Network for Graph Generation

Yida Xiong · Jiameng Chen · Xiuwen Gong · Jia Wu · Shirui Pan · wenbin Hu

OpenReview

作者位次 #8/8ICML 2026Poster· Deep Learning / Generative Models and Autoencoders

Multi-Objective Protein Design via Memory-Aware Test-Time Scaling in Diffusion Models

Ming Yang · Xin Zheng · Yi Li · YIZHEN ZHENG · Huan Yee Koh · Yanqing Guo · Xiaofeng Cao · Shirui Pan

推理检索与知识OpenReview

作者位次 #7/8ICML 2026Poster· Applications / Time Series

Sonar-TS: Search-Then-Verify Natural Language Querying for Time Series Databases

Zhao Tan · Yiji Zhao · Shiyu Wang · Chang Xu · Yuxuan Liang · Xiping Liu · Shirui Pan · Ming Jin

检索与知识OpenReview

作者位次 #8/8ICML 2026Poster· Applications / Time Series

TimeOmni-VL: Unified Models for Time Series Understanding and Generation

Tong Guan · SHENG PAN · Johan Barthelemy · Zhao Li · Yujun Cai · Cesare Alippi · Ming Jin · Shirui Pan

OpenReview

作者位次 #8/8ICML 2026Poster· Applications / Health / Medicine

Learning Cardiac Latent Representations in Vectorcardiogram Space

Bosong Huang · Panzhen Zhao · Zengxiang Li · Patricia Lee · Wei Jin · Alan Liew · Ming Jin · Shirui Pan

可解释性社会与人本OpenReview

作者位次 #6/6ICML 2026Poster· Applications / Chemistry, Physics, and Earth Sciences

ReCoG: Relational and Compact Context Graph Learning for Few-shot Molecular Property Prediction

Zeyu Wang · Xin Zheng · Yao Lu · Shanqing Yu · Qi Xuan · Shirui Pan

OpenReview

作者位次 #6/6ICML 2026Poster· Deep Learning / Graph Neural Networks

Rethinking Feature Alignment in Generalist Graph Anomaly Detection: A Relational Fingerprint-based Approach

Yujing Liu · Yixin Liu · Yu Zheng · Alan Liew · Xiaofeng Cao · Shirui Pan

对齐与偏好OpenReview

Shirui Pan

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2026 顶会论文

LineageFlow: Flow Matching for High-Fidelity Family-Aware Protein Sequence Generation

Towards One-for-All Anomaly Detection for Tabular Data

Rel-MOSS: Towards Imbalanced Relational Deep Learning on Relational Databases

ST-TGExplainer: Disentangling Stability and Transition Patterns for Temporal GNN Interpretability

Variational Bayesian Flow Network for Graph Generation

Multi-Objective Protein Design via Memory-Aware Test-Time Scaling in Diffusion Models

Sonar-TS: Search-Then-Verify Natural Language Querying for Time Series Databases

TimeOmni-VL: Unified Models for Time Series Understanding and Generation

Learning Cardiac Latent Representations in Vectorcardiogram Space

ReCoG: Relational and Compact Context Graph Learning for Few-shot Molecular Property Prediction

Rethinking Feature Alignment in Generalist Graph Anomaly Detection: A Relational Fingerprint-based Approach

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