How do noise tails impact on deep ReLU networks?

How do noise tails impact on deep ReLU networks?

20 March 2022

Papers citing "How do noise tails impact on deep ReLU networks?"

15 / 15 papers shown

Title
Wasserstein Distributionally Robust Nonparametric Regression Changyu Liu Yuling Jiao Junhui Wang Jian Huang OOD 24 0 0 12 May 2025
Boosting Statistic Learning with Synthetic Data from Pretrained Large Models Jialong Jiang Wenkang Hu Jian Huang Yuling Jiao Xu Liu DiffM 45 0 0 08 May 2025
Inferring Outcome Means of Exponential Family Distributions Estimated by Deep Neural Networks Xuran Meng Yi Li BDL 25 0 0 12 Apr 2025
Optimal Embedding Guided Negative Sample Generation for Knowledge Graph Link Prediction M. Takamoto Daniel Oñoro-Rubio Wiem Ben-Rim Takashi Maruyama Bhushan Kotnis 32 0 0 04 Apr 2025
Causality Pursuit from Heterogeneous Environments via Neural Adversarial Invariance Learning Yihong Gu Cong Fang Peter Bühlmann Jianqing Fan CML OOD 62 2 0 31 Dec 2024
Approximation Bounds for Recurrent Neural Networks with Application to Regression Yuling Jiao Yang Wang Bokai Yan 21 1 0 09 Sep 2024
Robust deep learning from weakly dependent data William Kengne Modou Wade OOD 25 2 0 08 May 2024
UTOPIA: Universally Trainable Optimal Prediction Intervals Aggregation Jianqing Fan Jiawei Ge Debarghya Mukherjee AI4TS 23 6 0 28 Jun 2023
Deep Neural Networks for Nonparametric Interaction Models with Diverging Dimension Sohom Bhattacharya Jianqing Fan Debarghya Mukherjee 24 8 0 12 Feb 2023
Robust High-dimensional Tuning Free Multiple Testing Jianqing Fan Zhipeng Lou Mengxin Yu 27 1 0 22 Nov 2022
Non-Asymptotic Guarantees for Robust Statistical Learning under Infinite Variance Assumption Lihu Xu Fang Yao Qiuran Yao Huiming Zhang 25 9 0 10 Jan 2022
Deep Quantile Regression: Mitigating the Curse of Dimensionality Through Composition Guohao Shen Yuling Jiao Yuanyuan Lin J. Horowitz Jian Huang 80 21 0 10 Jul 2021
Optimal Approximation Rate of ReLU Networks in terms of Width and Depth Zuowei Shen Haizhao Yang Shijun Zhang 85 115 0 28 Feb 2021
A Shrinkage Principle for Heavy-Tailed Data: High-Dimensional Robust Low-Rank Matrix Recovery Jianqing Fan Weichen Wang Ziwei Zhu 47 97 0 28 Mar 2016
Benefits of depth in neural networks Matus Telgarsky 123 602 0 14 Feb 2016