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Academic · 1 min

RelBench v2: A Large-Scale Benchmark and Repository for Relational Data

arXiv:2602.12606v1 Announce Type: new Abstract: Relational deep learning (RDL) has emerged as a powerful paradigm for learning directly on relational databases by modeling entities and …

Justin Gu, Rishabh Ranjan, Charilaos Kanatsoulis, Haiming Tang, Martin Jurkovic, Valter Hudovernik, Mark Znidar, Pranshu Chaturvedi, Parth Shroff, Fengyu Li, Jure Leskovec

5 views Mar 7

Academic · 1 min

Coden: Efficient Temporal Graph Neural Networks for Continuous Prediction

arXiv:2602.12613v1 Announce Type: new Abstract: Temporal Graph Neural Networks (TGNNs) are pivotal in processing dynamic graphs. However, existing TGNNs primarily target one-time predictions for a …

Zulun Zhu, Siqiang Luo

5 views Mar 7

Academic · 1 min

Efficient Personalized Federated PCA with Manifold Optimization for IoT Anomaly Detection

arXiv:2602.12622v1 Announce Type: new Abstract: Internet of things (IoT) networks face increasing security threats due to their distributed nature and resource constraints. Although federated learning …

Xianchao Xiu, Chenyi Huang, Wei Zhang, Wanquan Liu

8 views Mar 7

Academic · 1 min

Formalizing the Sampling Design Space of Diffusion-Based Generative Models via Adaptive Solvers and Wasserstein-Bounded Timesteps

arXiv:2602.12624v1 Announce Type: new Abstract: Diffusion-based generative models have achieved remarkable performance across various domains, yet their practical deployment is often limited by high sampling …

Sangwoo Jo, Sungjoon Choi

7 views Mar 7

Academic · 1 min

Dual-Granularity Contrastive Reward via Generated Episodic Guidance for Efficient Embodied RL

arXiv:2602.12636v1 Announce Type: new Abstract: Designing suitable rewards poses a significant challenge in reinforcement learning (RL), especially for embodied manipulation. Trajectory success rewards are suitable …

Xin Liu, Yixuan Li, Yuhui Chen, Yuxing Qin, Haoran Li, Dongbin Zhao

29 views Mar 7

Academic · 1 min

Unifying Model-Free Efficiency and Model-Based Representations via Latent Dynamics

arXiv:2602.12643v1 Announce Type: new Abstract: We present Unified Latent Dynamics (ULD), a novel reinforcement learning algorithm that unifies the efficiency of model-free methods with the …

Jashaswimalya Acharjee, Balaraman Ravindran

14 views Mar 7

Academic · 1 min

Uncovering spatial tissue domains and cell types in spatial omics through cross-scale profiling of cellular …

arXiv:2602.12651v1 Announce Type: new Abstract: Cellular identity and function are linked to both their intrinsic genomic makeup and extrinsic spatial context within the tissue microenvironment. …

Rui Yan, Xiaohan Xing, Xun Wang, Zixia Zhou, Md Tauhidul Islam, Lei Xing

6 views Mar 7

Academic · 1 min

SLA2: Sparse-Linear Attention with Learnable Routing and QAT

arXiv:2602.12675v1 Announce Type: new Abstract: Sparse-Linear Attention (SLA) combines sparse and linear attention to accelerate diffusion models and has shown strong performance in video generation. …

Jintao Zhang, Haoxu Wang, Kai Jiang, Kaiwen Zheng, Youhe Jiang, Ion Stoica, Jianfei Chen, Jun Zhu, Joseph E. Gonzalez

7 views Mar 7

Academic · 1 min

Flow Matching from Viewpoint of Proximal Operators

arXiv:2602.12683v1 Announce Type: new Abstract: We reformulate Optimal Transport Conditional Flow Matching (OT-CFM), a class of dynamical generative models, showing that it admits an exact …

Kenji Fukumizu, Wei Huang, Han Bao, Shuntuo Xu, Nisha Chandramoothy

13 views Mar 7

Conference · 4 min

Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing: Tutorial Abstracts - …

Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing: Tutorial Abstracts Jing Jiang , Ivan Vulić (Editors) Anthology ID: 2021.emnlp-tutorials Month: November …

25 views Mar 7

Conference · 10 min

Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing - ACL Anthology

Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing Christos Christodoulopoulos , Tanmoy Chakraborty , Carolyn Rose , Violet Peng (Editors) Anthology …

25 views Mar 7

Conference · 10 min

Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing - ACL Anthology

Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing Yaser Al-Onaizan , Mohit Bansal , Yun-Nung Chen (Editors) Anthology ID: 2024.emnlp-main Month: …

26 views Mar 7

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Articles

RelBench v2: A Large-Scale Benchmark and Repository for Relational Data

Coden: Efficient Temporal Graph Neural Networks for Continuous Prediction

Efficient Personalized Federated PCA with Manifold Optimization for IoT Anomaly Detection

Formalizing the Sampling Design Space of Diffusion-Based Generative Models via Adaptive Solvers and Wasserstein-Bounded Timesteps

Dual-Granularity Contrastive Reward via Generated Episodic Guidance for Efficient Embodied RL

Unifying Model-Free Efficiency and Model-Based Representations via Latent Dynamics

Uncovering spatial tissue domains and cell types in spatial omics through cross-scale profiling of cellular …

SLA2: Sparse-Linear Attention with Learnable Routing and QAT

Flow Matching from Viewpoint of Proximal Operators

Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing: Tutorial Abstracts - …

Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing - ACL Anthology

Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing - ACL Anthology

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