Songcan Chen

13

Papers

113

Total Citations

Papers (13)

TimesURL: Self-Supervised Contrastive Learning for Universal Time Series Representation Learning

TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis

Cut out and Replay: A Simple yet Versatile Strategy for Multi-Label Online Continual Learning

All Beings Are Equal in Open Set Recognition

Unlocking the Power of Open Set: A New Perspective for Open-Set Noisy Label Learning

Improving Lens Flare Removal with General-Purpose Pipeline and Multiple Light Sources Recovery

Expand Horizon: Graph Out-of-Distribution Generalization via Multi-Level Environment Inference

Unlocking Better Closed-Set Alignment Based on Neural Collapse for Open-Set Recognition

MLC-NC: Long-Tailed Multi-Label Image Classification Through the Lens of Neural Collapse

Better Safe Than Sorry: Preventing Delusive Adversaries with Adversarial Training

Can Adversarial Training Be Manipulated By Non-Robust Features?

Beyond Myopia: Learning from Positive and Unlabeled Data through Holistic Predictive Trends

Faster Stochastic Alternating Direction Method of Multipliers for Nonconvex Optimization