Songcan Chen

21 papers at tracked venues · 13 at CORE A* · active 2024–2026

DBLP profile ↗ORCID search ↗

Venues

AAAI ×11 IJCAI ×5 AISTATS ×2 ECAI ×1 ICML ×1 NeurIPS ×1

Frequent coauthors

Chuanxing Geng

×7

Shao-Yuan Li

×6

Xinrui Wang

×5

Wenhai Wan

×4

Jiexi Liu

×3

Meng Cao

×3

Pong C. Yuen

×3

Sheng-Jun Huang

×3

Jinpeng Zheng

×2

Zijian Tao

×2

Yunyun Wang

×2

Jiaqiang Zhang

×2

Papers

Beyond Observations: Reconstruction Error-Guided Irregularly Sampled Time Series Representation Learning
AAAI 2026 ·
Jiexi Liu
,
Meng Cao
, Songcan Chen
HGLTR: Hierarchical Knowledge Injection for Calibrating Pre-trained Models in Long-Tail Recognition
AAAI 2026 ·
Jinpeng Zheng
,
Shao-Yuan Li
,
Gan Xu
,
Wenhai Wan
,
Zijian Tao
, Songcan Chen,
Kangkan Wang
The Finer the Better: Towards Granular-aware Open-set Domain Generalization
AAAI 2026 ·
Yunyun Wang
,
Zheng Duan
,
Xinyue Liao
,
Ke-Jia Chen
, Songcan Chen
Beyond Myopia: Enhancing Few-Shot Open-Set Recognition via Hyperopia Distillation
ECAI 2025 ·
Chuanxing Geng
,
Xiangshu Ding
, Songcan Chen,
Pong C. Yuen
Cut out and Replay: A Simple yet Versatile Strategy for Multi-Label Online Continual Learning
ICML 2025 ·
Xinrui Wang
,
Shao-Yuan Li
,
Jiaqiang Zhang
, Songcan Chen
DM-POSA: Enhancing Open-World Test-Time Adaptation with Dual-Mode Matching and Prompt-Based Open Set Adaptation
IJCAI 2025 ·
Shiji Zhao
,
Shao-Yuan Li
,
Chuanxing Geng
,
Sheng-Jun Huang
, Songcan Chen
Enhanced Adaptive Gradient Algorithms for Nonconvex-PL Minimax Optimization
AISTATS 2025 ·
Feihu Huang
,
Chunyu Xuan
,
Xinrui Wang
,
Siqi Zhang
, Songcan Chen
Expand Horizon: Graph Out-of-Distribution Generalization via Multi-Level Environment Inference
AAAI 2025 ·
Jiaqiang Zhang
, Songcan Chen
LoD: Loss-difference OOD Detection by Intentionally Label-Noisifying Unlabeled Wild Data
IJCAI 2025 ·
Chuanxing Geng
,
Qifei Li
,
Xinrui Wang
,
Dong Liang
, Songcan Chen,
Pong C. Yuen
MLC-NC: Long-Tailed Multi-Label Image Classification Through the Lens of Neural Collapse
AAAI 2025 ·
Zijian Tao
,
Shao-Yuan Li
,
Wenhai Wan
,
Jinpeng Zheng
,
Jia-Yao Chen
,
Yuchen Li
,
Sheng-Jun Huang
, Songcan Chen
ProMEA: Prompt-driven Expansion and Alignment for Single Domain Generalization
IJCAI 2025 ·
Yunyun Wang
,
Yi Guo
,
Xiaodong Liu
, Songcan Chen
TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis
AAAI 2025 ·
Jiexi Liu
,
Meng Cao
, Songcan Chen
Unlocking Better Closed-Set Alignment Based on Neural Collapse for Open-Set Recognition
AAAI 2025 ·
Chaohua Li
,
Enhao Zhang
,
Chuanxing Geng
, Songcan Chen
Adaptive Federated Minimax Optimization with Lower Complexities
AISTATS 2024 ·
Feihu Huang
,
Xinrui Wang
,
Junyi Li
, Songcan Chen
All Beings Are Equal in Open Set Recognition
AAAI 2024 ·
Chaohua Li
,
Enhao Zhang
,
Chuanxing Geng
, Songcan Chen
Dynamic against Dynamic: An Open-Set Self-Learning Framework
IJCAI 2024 ·
Haifeng Yang
,
Chuanxing Geng
,
Pong C. Yuen
, Songcan Chen
Forgetting, Ignorance or Myopia: Revisiting Key Challenges in Online Continual Learning
NeurIPS 2024 ·
Xinrui Wang
,
Chuanxing Geng
,
Wenhai Wan
,
Shao-Yuan Li
, Songcan Chen
Mixup-Induced Domain Extrapolation for Domain Generalization
AAAI 2024 ·
Meng Cao
, Songcan Chen
No Regularization Is Needed: Efficient and Effective Incomplete Label Distribution Learning
IJCAI 2024 ·
Xiang Li
, Songcan Chen
TimesURL: Self-Supervised Contrastive Learning for Universal Time Series Representation Learning
AAAI 2024 ·
Jiexi Liu
, Songcan Chen
Unlocking the Power of Open Set: A New Perspective for Open-Set Noisy Label Learning
AAAI 2024 ·
Wenhai Wan
,
Xinrui Wang
,
Ming-Kun Xie
,
Shao-Yuan Li
,
Sheng-Jun Huang
, Songcan Chen