IJCAI

Neural Architecture Search of SPD Manifold Networks

Rhea Sanjay Sukthanker, Zhiwu Huang, Suryansh Kumar, Erik Goron Endsjo, Yan Wu, Luc Van Gool

Comments This paper is accepted for publication at IJCAI 2021

Federated Learning with Sparsification-Amplified Privacy and Adaptive Optimization

Rui Hu, Yanmin Gong, Yuanxiong Guo

Comments Accepted in IJCAI 2021, this is the full version with appendix

Knowledge Consolidation based Class Incremental Online Learning with Limited Data

Mohammed Asad Karim, Vinay Kumar Verma, Pravendra Singh, Vinay Namboodiri, Piyush Rai

Comments International Joint Conference on Artificial Intelligence (IJCAI-2021)

Step-Wise Hierarchical Alignment Network for Image-Text Matching

Zhong Ji, Kexin Chen, Haoran Wang

Comments Accepted by IJCAI 2021

TrafficStream: A Streaming Traffic Flow Forecasting Framework Based on Graph Neural Networks and Continual Learning

Xu Chen, Junshan Wang, Kunqing Xie

Comments IJCAI-2021

Unsupervised Knowledge Graph Alignment by Probabilistic Reasoning and Semantic Embedding

Zhiyuan Qi, Ziheng Zhang, Jiaoyan Chen, Xi Chen, Yuejia Xiang, Ningyu Zhang, Yefeng Zheng

Comments Accepted by IJCAI 2021

Temporal and Object Quantification Networks

Jiayuan Mao, Zhezheng Luo, Chuang Gan, Joshua B. Tenenbaum, Jiajun Wu, Leslie Pack Kaelbling, Tomer D. Ullman

Comments IJCAI 2021. First two authors contributed equally. Project page: http://toqnet.csail.mit.edu/

EventDrop: data augmentation for event-based learning

Fuqiang Gu, Weicong Sng, Xuke Hu, Fangwen Yu

Comments IJCAI 2021

Deep neural network loses attention to adversarial images

Shashank Kotyan, Danilo Vasconcellos Vargas

Comments Accepted in Workshop on Artificial Intelligence Safety (AISafety 2021), IJCAI-2021

Structure Guided Lane Detection

Jinming Su, Chao Chen, Ke Zhang, Junfeng Luo, Xiaoming Wei, Xiaolin Wei

Comments Accepted by IJCAI 2021

Evolving Robust Neural Architectures to Defend from Adversarial Attacks

Shashank Kotyan, Danilo Vasconcellos Vargas

Comments Pre-print of the published article in Proceedings of the Workshop on Artificial Intelligence Safety 2020, co-located with the 29th International Joint Conference on Artificial Intelligence and the 17th Pacific Rim International Conference on Artificial Intelligence (IJCAI-PRICAI 2020)

Choice Logics and Their Computational Properties

Michael Bernreiter, Jan Maly, Stefan Woltran

Comments This is an extended version of a paper of the same name to be published at IJCAI 2021

Planning for Novelty: Width-Based Algorithms for Common Problems in Control, Planning and Reinforcement Learning

Nir Lipovetzky

Journal ref IJCAI 2021 Early Career Spotlight Talk

Accelerating Neural Architecture Search via Proxy Data

Byunggook Na, Jisoo Mok, Hyeokjun Choe, Sungroh Yoon

Comments Accepted to IJCAI 2021

Mechanism Design for Facility Location Problems: A Survey

Hau Chan, Aris Filos-Ratsikas, Bo Li, Minming Li, Chenhao Wang

Comments To appear in IJCAI 2021 (Survey Track)

Learning Class-Transductive Intent Representations for Zero-shot Intent Detection

Qingyi Si, Yuanxin Liu, Peng Fu, Zheng Lin, Jiangnan Li, Weiping Wang

Comments IJCAI-2021

CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation

Jing Yu, Yuan Chai, Yujing Wang, Yue Hu, Qi Wu

Comments Accepted by IJCAI 2021. SOLE copyright holder is IJCAI (International Joint Conferences on Artificial Intelligence)

Physics-aware Spatiotemporal Modules with Auxiliary Tasks for Meta-Learning

Sungyong Seo, Chuizheng Meng, Sirisha Rambhatla, Yan Liu

Comments To be published in the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)

Multi-Level Graph Encoding with Structural-Collaborative Relation Learning for Skeleton-Based Person Re-Identification

Haocong Rao, Shihao Xu, Xiping Hu, Jun Cheng, Bin Hu

Comments Accepted at IJCAI 2021 Main Track. Sole copyright holder is IJCAI. Codes are available at https://github.com/Kali-Hac/MG-SCR

Journal ref In IJCAI, 2021

GraphMI: Extracting Private Graph Data from Graph Neural Networks

Zaixi Zhang, Qi Liu, Zhenya Huang, Hao Wang, Chengqiang Lu, Chuanren Liu, Enhong Chen

Comments 7 pages, 6 figures, accepted by IJCAI'21

The Surprising Power of Graph Neural Networks with Random Node Initialization

Ralph Abboud, İsmail İlkan Ceylan, Martin Grohe, Thomas Lukasiewicz

Comments Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence (IJCAI-21). Code and data available at http://www.github.com/ralphabb/GNN-RNI

Learning Aggregation Functions

Giovanni Pellegrini, Alessandro Tibo, Paolo Frasconi, Andrea Passerini, Manfred Jaeger

Comments Extended version (with proof appendix) of paper that is to appear in Proceedings of IJCAI 2021

Noise Doesn't Lie: Towards Universal Detection of Deep Inpainting

Ang Li, Qiuhong Ke, Xingjun Ma, Haiqin Weng, Zhiyuan Zong, Feng Xue, Rui Zhang

Comments Accepted by IJCAI 2021

RetCL: A Selection-based Approach for Retrosynthesis via Contrastive Learning

Hankook Lee, Sungsoo Ahn, Seung-Woo Seo, You Young Song, Eunho Yang, Sung-Ju Hwang, Jinwoo Shin

Comments Accepted to IJCAI 2021. Short version was accepted to Machine Learning for Molecules Workshop at NeurIPS 2020

Addressing the Long-term Impact of ML Decisions via Policy Regret

David Lindner, Hoda Heidari, Andreas Krause

Comments Accepted to IJCAI 2021

Assessing the Reliability of Deep Learning Classifiers Through Robustness Evaluation and Operational Profiles

Xingyu Zhao, Wei Huang, Alec Banks, Victoria Cox, David Flynn, Sven Schewe, Xiaowei Huang

Comments Accepted by the AISafety'21 Workshop at IJCAI-21. To appear in a volume of CEUR Workshop Proceedings

Few-Shot Partial-Label Learning

Yunfeng Zhao, Guoxian Yu, Lei Liu, Zhongmin Yan, Lizhen Cui, Carlotta Domeniconi

Comments Accepted by International Joint Conference on Artificial Intelligence (IJCAI2021)

Solving Large-Scale Extensive-Form Network Security Games via Neural Fictitious Self-Play

Wanqi Xue, Youzhi Zhang, Shuxin Li, Xinrun Wang, Bo An, Chai Kiat Yeo

Comments Published as a conference paper in IJCAI 2021

Fine-grained Generalization Analysis of Structured Output Prediction

Waleed Mustafa, Yunwen Lei, Antoine Ledent, Marius Kloft

Comments To appearn in IJCAI 2021

Medical Image Segmentation Using Squeeze-and-Expansion Transformers

Shaohua Li, Xiuchao Sui, Xiangde Luo, Xinxing Xu, Yong Liu, Rick Goh

Comments Camera ready for IJCAI'2021