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• Combining Adversaries with Anti-adversaries in Training

  Xiaoling Zhou, Nan Yang, Ou Wu

  11435-11442

  2023-06-26

• Dynamics-Based Feature Augmentation of Graph Neural Networks for Variant Emergence Prediction

  Majd Al Aawar, Srikar Mutnuri, Mansooreh Montazerin, Ajitesh Srivastava

  27793-27801

  2025-04-11

• Improving Distinguishability of Class for Graph Neural Networks

  Dongxiao He, Shuwei Liu, Meng Ge, Zhizhi Yu, Guangquan Xu, Zhiyong Feng

  12349-12357

  2024-03-24

• Verification of Neural Networks Against Convolutional Perturbations via Parameterised Kernels

  Benedikt Brückner, Alessio Lomuscio

  27215-27223

  2025-04-11

• Robust-by-Design Classification via Unitary-Gradient Neural Networks

  Fabio Brau, Giulio Rossolini, Alessandro Biondi, Giorgio Buttazzo

  14729-14737

  2023-06-26

• Label-Free Supervision of Neural Networks with Physics and Domain Knowledge

  Russell Stewart, Stefano Ermon

  2017-02-13

• Bayesian Neural Networks for One-to-Many Mapping in Image Enhancement

  Guoxi Huang, Qirui Yang, Ruirui Lin, Zipeng Qi, David Bull, Nantheera Anantrasirichai

  5004-5012

  2026-03-14

• Modeling Local Dependence in Natural Language with Multi-Channel Recurrent Neural Networks

  Chang Xu, Weiran Huang, Hongwei Wang, Gang Wang, Tie-Yan Liu

  5525-5532

  2019-07-17

• Learning Droplet Dynamics on Rough Unstructured Surfaces Using Physics-Informed Neural Networks (Student Abstract)

  Ganesh Sahadeo Meshram, Partha Pratim Chakrabarti, Suman Chakraborty

  41322-41324

  2026-03-14

• On Generalized Degree Fairness in Graph Neural Networks

  Zemin Liu, Trung-Kien Nguyen, Yuan Fang

  4525-4533

  2023-06-26

• Using Neural Networks for Evaluation in Heuristic Search Algorithm

  Hung-Che Chen, Jyh-Da Wei

  1768-1769

  2011-08-04

• HLML-SNN：Fast Continual Learning in Spiking Neural Networks Achieved via Hebbian Learning-Driven Meta-Learning

  Jiangshuai Xu, Peiyun Xue, Jiacheng Song, Xuhui Huang, Qingshan Hou

  27260-27268

  2026-03-14

• Inductive Graph Neural Networks for Spatiotemporal Kriging

  Yuankai Wu, Dingyi Zhuang, Aurelie Labbe, Lijun Sun

  4478-4485

  2021-05-18

• Data Augmentation for Graph Neural Networks

  Tong Zhao, Yozen Liu, Leonardo Neves, Oliver Woodford, Meng Jiang, Neil Shah

  11015-11023

  2021-05-18

• Optimization Method for Surrogate Function in Spiking Neural Networks Based on Membrane Potential Distribution

  Qi Sun, Zhen Cao, Kaige Geng, Ziyi Zhang, Biao Hou

  25718-25726

  2026-03-14

• Learning to Adaptively Scale Recurrent Neural Networks

  Hao Hu, Liqiang Wang, Guo-Jun Qi

  3822-3829

  2019-07-17

• Layered-Parameter Perturbation for Zeroth-Order Optimization of Optical Neural Networks

  Hiroshi Sawada, Kazuo Aoyama, Masaya Notomi

  20292-20301

  2025-04-11

• AutoSGNN: Automatic Propagation Mechanism Discovery for Spectral Graph Neural Networks

  Shibing Mo, Kai Wu, Qixuan Gao, Xiangyi Teng, Jing Liu

  19493-19502

  2025-04-11

• Structured Sparsification of Gated Recurrent Neural Networks

  Ekaterina Lobacheva, Nadezhda Chirkova, Alexander Markovich, Dmitry Vetrov

  4989-4996

  2020-04-03

• Non-Parametric Transformation Networks for Learning General Invariances from Data

  Dipan K. Pal, Marios Savvides

  4667-4674

  2019-07-17

• A Poisson Gamma Probabilistic Model for Latent Node-Group Memberships in Dynamic Networks

  Sikun Yang, Heinz Koeppl

  2018-04-29

• Dynamic Controllability of Disjunctive Temporal Networks: Validation and Synthesis of Executable Strategies

  Alessandro Cimatti, Andrea Micheli, Marco Roveri

  2016-03-05

• Sampling Representative Users from Large Social Networks

  Jie Tang, Chenhui Zhang, Keke Cai, Li Zhang, Zhong Su

  2015-02-09

• Efficient Top-k Shortest-Path Distance Queries on Large Networks by Pruned Landmark Labeling

  Takuya Akiba, Takanori Hayashi, Nozomi Nori, Yoichi Iwata, Yuichi Yoshida

  2015-02-09

• Can Adversarial Networks Make Uninformative Colonoscopy Video Frames Clinically Informative? (Student Abstract)

  Vanshali Sharma, M.K. Bhuyan, Pradip K. Das

  16322-16323

  2024-07-15