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2026 顶会论文

作者位次 #3/3ICML 2026Poster· General Machine Learning / Sequential, Network, and Time Series Modeling

Seeking Commonality, Preserving Specificity: A Spectral-Aware Hierarchical Framework for Cross-City Road Representation Learning

Jingtian Ma · Jingyuan Wang · Leong Hou U

可解释性OpenReview

作者位次 #9/9ICML 2026Poster· Reinforcement Learning / Deep RL

Covariance Volume Maximization for Embodied Latent Exploration in Deep Reinforcement Learning

Yiming Wang · Yiheng Zhang · Kaiyan Zhao · Xingjie Zuo · Xingyu Liu · Xuetao Li · Furui Liu · Bo An · Leong Hou U

强化学习与后训练OpenReview

作者位次 #3/7KDD 2026OralHonorable Mention· Knowledge Discovery & Data Mining

EARTH: Accelerating Spatiotemporal Network K-function-based Analytics

Tsz Nam Chan · Hongwei Ye · Leong Hou U · Yun Peng · Dingming Wu · Jianliang Xu · Christian S. Jensen

检索与知识OpenReview

作者位次 #3/7KDD 2026Oral· Knowledge Discovery & Data Mining

STARS: A Sampling and Threshold Sharing Solution for Network K-function Analytics

Hongwei Ye · Tsz Nam Chan · Leong Hou U · Dingming Wu · Wei Tu · Ruisheng Wang · Joshua Zhexue Huang

检索与知识OpenReview

作者位次 #4/5KDD 2026Oral· Knowledge Discovery & Data Mining

An Efficient and Accurate Grid Compression Solution for Point-to-Line Nearest Neighbor Search

Hongwei Ye · Tsz Nam Chan · Dingming Wu · Leong Hou U · Ruisheng Wang

效率与系统检索与知识OpenReview

作者位次 #3/7KDD 2026Oral· Knowledge Discovery & Data Mining

MASS: A Complexity-Optimal Solution for Product Kernel Density Visualization

Yue Zhong · Tsz Nam Chan · Leong Hou U · Dingming Wu · Wei Tu · Ruisheng Wang · Joshua Zhexue Huang

多模态检索与知识OpenReview

作者位次 #3/3AAAI 2026Poster· Artificial Intelligence

Hierarchical Frequency-Decomposition Graph Neural Networks for Road Network Representation Learning

Jingtian Ma · Jingyuan Wang · Leong Hou U

可解释性OpenReview

作者位次 #7/7AAAI 2026Poster· Artificial Intelligence

Connectivity-Guided Sparsification of 2-FWL GNNs: Preserving Full Expressivity with Improved Efficiency

Rongqin Chen · Fan Mo · Pak Lon Ip · Shenghui Zhang · Dan Wu · Ye Li · Leong Hou U

效率与系统理论与学习动力学OpenReview

作者位次 #5/5AAAI 2026Poster· Artificial Intelligence

Latent State-Predictive Exploration for Deep Reinforcement Learning

Yiming Wang · Kaiyan Zhao · Borong Zhang · Yan Li · Leong Hou U

强化学习与后训练OpenReview

作者位次 #7/7AAAI 2026Poster· Artificial Intelligence

Explore to Learn: Latent Exploration Through Disentangled Synergy Patterns for Reinforcement Learning in Overactuated Control

Yiming Wang · Kaiyan Zhao · Xu Li · Yan Li · Jiayu Chen · Steven Morad · Leong Hou U

强化学习与后训练OpenReview

作者位次 #7/7AAAI 2026Poster· Artificial Intelligence

DSAP: Enhancing Generalization in Goal-Conditioned Reinforcement Learning

Yiming Wang · Kaiyan Zhao · Ming Yang · Yan Li · Furui Liu · Jiayu Chen · Leong Hou U

强化学习与后训练理论与学习动力学OpenReview

作者位次 #7/8AAAI 2026Poster· Artificial Intelligence

Multimodal Mixture-of-Experts with Retrieval Augmentation for Protein Active Site Identification

Jiayang Wu · Jiale Zhou · Rubo Wang · Xingyi Zhang · Xun Lin · Tianxu Lv · Leong Hou U · Yefeng Zheng

多模态效率与系统检索与知识OpenReview

Leong Hou U

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2026 顶会论文

Seeking Commonality, Preserving Specificity: A Spectral-Aware Hierarchical Framework for Cross-City Road Representation Learning

Covariance Volume Maximization for Embodied Latent Exploration in Deep Reinforcement Learning

EARTH: Accelerating Spatiotemporal Network K-function-based Analytics

STARS: A Sampling and Threshold Sharing Solution for Network K-function Analytics

An Efficient and Accurate Grid Compression Solution for Point-to-Line Nearest Neighbor Search

MASS: A Complexity-Optimal Solution for Product Kernel Density Visualization

Hierarchical Frequency-Decomposition Graph Neural Networks for Road Network Representation Learning

Connectivity-Guided Sparsification of 2-FWL GNNs: Preserving Full Expressivity with Improved Efficiency

Latent State-Predictive Exploration for Deep Reinforcement Learning

Explore to Learn: Latent Exploration Through Disentangled Synergy Patterns for Reinforcement Learning in Overactuated Control

DSAP: Enhancing Generalization in Goal-Conditioned Reinforcement Learning

Multimodal Mixture-of-Experts with Retrieval Augmentation for Protein Active Site Identification

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