Improving Subgraph Representation Learning via Multi-View Augmentation

Kavli Affiliate: Yi Zhou | First 5 Authors: Yili Shen, Jiaxu Yan, Cheng-Wei Ju, Jun Yi, Zhou Lin | Summary: Subgraph representation learning based on Graph Neural Network (GNN) has broad applications in chemistry and biology, such as molecule property prediction and gene collaborative function prediction. On the other hand, graph augmentation techniques have shown […]


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Giant enhancement of third-harmonic generation in graphene-metal heterostructures

Kavli Affiliate: Cheng Peng | First 5 Authors: Irati Alonso Calafell, Lee A. Rozema, David Alcaraz Iranzo, Alessandro Trenti, Joel D. Cox | Summary: Nonlinear nanophotonics leverages engineered nanostructures to funnel light into small volumes and intensify nonlinear optical processes with spectral and spatial control. Due to its intrinsically large and electrically tunable nonlinear optical […]


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ASSET: Autoregressive Semantic Scene Editing with Transformers at High Resolutions

Kavli Affiliate: Matthew Fisher | First 5 Authors: Difan Liu, Sandesh Shetty, Tobias Hinz, Matthew Fisher, Richard Zhang | Summary: We present ASSET, a neural architecture for automatically modifying an input high-resolution image according to a user’s edits on its semantic segmentation map. Our architecture is based on a transformer with a novel attention mechanism. […]


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FaceMAE: Privacy-Preserving Face Recognition via Masked Autoencoders

Kavli Affiliate: Zheng Zhu | First 5 Authors: Kai Wang, Bo Zhao, Xiangyu Peng, Zheng Zhu, Jiankang Deng | Summary: Face recognition, as one of the most successful applications in artificial intelligence, has been widely used in security, administration, advertising, and healthcare. However, the privacy issues of public face datasets have attracted increasing attention in […]


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Zero volume boundary for extension domains from Sobolev to $BV$

Kavli Affiliate: Zheng Zhu | First 5 Authors: Tapio Rajala, Zheng Zhu, , , | Summary: In this note, we prove that the boundary of a $(W^{1, p}, BV)$-extension domain is of volume zero under the assumption that the domain $boz$ is $1$-fat at almost every $xinpartialboz$. Especially, the boundary of any planar $(W^{1, p}, […]


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BEVerse: Unified Perception and Prediction in Birds-Eye-View for Vision-Centric Autonomous Driving

Kavli Affiliate: Zheng Zhu | First 5 Authors: Yunpeng Zhang, Zheng Zhu, Wenzhao Zheng, Junjie Huang, Guan Huang | Summary: In this paper, we present BEVerse, a unified framework for 3D perception and prediction based on multi-camera systems. Unlike existing studies focusing on the improvement of single-task approaches, BEVerse features in producing spatio-temporal Birds-Eye-View (BEV) […]


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Discrete time crystals enforced by Floquet-Bloch scars

Kavli Affiliate: Biao Huang | First 5 Authors: Biao Huang, Tsz-Him Leung, Dan Stamper-Kurn, W. Vincent Liu, | Summary: We analytically identify a new class of quantum scars protected by spatiotemporal translation symmetries, dubbed Floquet-Bloch scars. They distinguish from previous (quasi-)static scars by a rigid spectral pairing only possible in Floquet systems, where strong interaction […]


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Plasma Image Classification Using Cosine Similarity Constrained CNN

Kavli Affiliate: Yi Zhou | First 5 Authors: Michael J. Falato, Bradley T. Wolfe, Tali M. Natan, Xinhua Zhang, Ryan S. Marshall | Summary: Plasma jets are widely investigated both in the laboratory and in nature. Astrophysical objects such as black holes, active galactic nuclei, and young stellar objects commonly emit plasma jets in various […]


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Introspective Deep Metric Learning

Kavli Affiliate: Zheng Zhu | First 5 Authors: Chengkun Wang, Wenzhao Zheng, Zheng Zhu, Jie Zhou, Jiwen Lu | Summary: This paper proposes an introspective deep metric learning (IDML) framework for uncertainty-aware comparisons of images. Conventional deep metric learning methods produce confident semantic distances between images regardless of the uncertainty level. However, we argue that […]


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Gait Recognition in the Wild: A Benchmark

Kavli Affiliate: Zheng Zhu | First 5 Authors: Zheng Zhu, Xianda Guo, Tian Yang, Junjie Huang, Jiankang Deng | Summary: Gait benchmarks empower the research community to train and evaluate high-performance gait recognition systems. Even though growing efforts have been devoted to cross-view recognition, academia is restricted by current existing databases captured in the controlled […]


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