ML Anthology

Yang, Chenxiao

16 publications

ICLR 2025 Chain-of-Thought Provably Enables Learning the (Otherwise) Unlearnable Chenxiao Yang, Zhiyuan Li, David Wipf
ICML 2025 PENCIL: Long Thoughts with Short Memory Chenxiao Yang, Nathan Srebro, David Mcallester, Zhiyuan Li
ICLRW 2025 PENCIL: Long Thoughts with Short Memory Chenxiao Yang, Nathan Srebro, David McAllester, Zhiyuan Li
ICML 2025 Supercharging Graph Transformers with Advective Diffusion Qitian Wu, Chenxiao Yang, Kaipeng Zeng, Michael M. Bronstein
ICMLW 2024 An In-Context Learning Theoretic Analysis of Chain-of-Thought Chenxiao Yang, Zhiyuan Li, David Wipf
ICML 2024 How Graph Neural Networks Learn: Lessons from Training Dynamics Chenxiao Yang, Qitian Wu, David Wipf, Ruoyu Sun, Junchi Yan
ICML 2024 Learning Divergence Fields for Shift-Robust Graph Representations Qitian Wu, Fan Nie, Chenxiao Yang, Junchi Yan
ICLR 2023 DIFFormer: Scalable (Graph) Transformers Induced by Energy Constrained Diffusion Qitian Wu, Chenxiao Yang, Wentao Zhao, Yixuan He, David Wipf, Junchi Yan
ICLR 2023 Energy-Based Out-of-Distribution Detection for Graph Neural Networks Qitian Wu, Yiting Chen, Chenxiao Yang, Junchi Yan
ICLR 2023 Graph Neural Networks Are Inherently Good Generalizers: Insights by Bridging GNNs and MLPs Chenxiao Yang, Qitian Wu, Jiahua Wang, Junchi Yan
NeurIPS 2023 SGFormer: Simplifying and Empowering Transformers for Large-Graph Representations Qitian Wu, Wentao Zhao, Chenxiao Yang, Hengrui Zhang, Fan Nie, Haitian Jiang, Yatao Bian, Junchi Yan
AAAI 2022 Cross-Task Knowledge Distillation in Multi-Task Recommendation Chenxiao Yang, Junwei Pan, Xiaofeng Gao, Tingyu Jiang, Dapeng Liu, Guihai Chen
NeurIPS 2022 Geometric Knowledge Distillation: Topology Compression for Graph Neural Networks Chenxiao Yang, Qitian Wu, Junchi Yan
NeurIPS 2022 Towards Out-of-Distribution Sequential Event Prediction: A Causal Treatment Chenxiao Yang, Qitian Wu, Qingsong Wen, Zhiqiang Zhou, Liang Sun, Junchi Yan
IJCAI 2022 Trading Hard Negatives and True Negatives: A Debiased Contrastive Collaborative Filtering Approach Chenxiao Yang, Qitian Wu, Jipeng Jin, Xiaofeng Gao, Junwei Pan, Guihai Chen
NeurIPS 2021 Towards Open-World Feature Extrapolation: An Inductive Graph Learning Approach Qitian Wu, Chenxiao Yang, Junchi Yan