VarDrop: Enhancing Training Efficiency by Reducing Variate Redundancy in Periodic Time Series Forecasting.
Proceedings of the AAAI-25, Sponsored by the Association for the Advancement of Artificial Intelligence, February 25, 2025
Universal Time-Series Representation Learning: A Survey.
CoRR, 2024
Breaking the Time-Frequency Granularity Discrepancy in Time-Series Anomaly Detection.
Proceedings of the ACM on Web Conference 2024, 2024
Exploiting Representation Curvature for Boundary Detection in Time Series.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024
Semi-Supervised Learning for Time Series Collected at a Low Sampling Rate.
Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024
Adaptive Shortcut Debiasing for Online Continual Learning.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024
Learning From Noisy Labels With Deep Neural Networks: A Survey.
IEEE Trans. Neural Networks Learn. Syst., November, 2023
Context Consistency Regularization for Label Sparsity in Time Series.
Proceedings of the International Conference on Machine Learning, 2023
Meta-Query-Net: Resolving Purity-Informativeness Dilemma in Open-set Active Learning.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Coherence-based Label Propagation over Time Series for Accelerated Active Learning.
Proceedings of the Tenth International Conference on Learning Representations, 2022
Meta-Learning for Online Update of Recommender Systems.
Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022
Multiple Dynamic Outlier-Detection from a Data Stream by Exploiting Duality of Data and Queries.
Proceedings of the SIGMOD '21: International Conference on Management of Data, 2021
Robust Learning by Self-Transition for Handling Noisy Labels.
Proceedings of the KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2021
Accurate and Fast Federated Learning via IID and Communication-Aware Grouping.
CoRR, 2020
CEP-Wizard: Automatic Deployment of Distributed Complex Event Processing.
Proceedings of the 35th IEEE International Conference on Data Engineering, 2019