Spectrally-normalized margin bounds for neural networks

26 June 2017

Papers citing "Spectrally-normalized margin bounds for neural networks"

50 / 803 papers shown

Title
Understanding Adversarially Robust Generalization via Weight-Curvature Index Yuelin Xu Xiao Zhang AAML 32 0 0 10 Oct 2024
Understanding Model Ensemble in Transferable Adversarial Attack Wei Yao Zeliang Zhang Huayi Tang Yong Liu 33 2 0 09 Oct 2024
LOTOS: Layer-wise Orthogonalization for Training Robust Ensembles A. Boroojeny Hari Sundaram Varun Chandrasekaran AAML 34 1 0 07 Oct 2024
Fundamental Limitations on Subquadratic Alternatives to Transformers Josh Alman Hantao Yu 23 1 0 05 Oct 2024
Deep Koopman-layered Model with Universal Property Based on Toeplitz Matrices Yuka Hashimoto Tomoharu Iwata 23 0 0 03 Oct 2024
Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement Gaurav Patel Christopher Sandino Behrooz Mahasseni Ellen L. Zippi Erdrin Azemi Ali Moin Juri Minxha TTA AI4TS 47 3 0 03 Oct 2024
Graph Classification via Reference Distribution Learning: Theory and Practice Zixiao Wang Jicong Fan 25 0 0 21 Aug 2024
Stability Analysis of Equivariant Convolutional Representations Through The Lens of Equivariant Multi-layered CKNs Soutrik Roy Chowdhury 38 0 0 08 Aug 2024
Generalization bounds for regression and classification on adaptive covering input domains Wen-Liang Hwang 29 0 0 29 Jul 2024
A Generalization Bound for Nearly-Linear Networks Eugene Golikov 31 0 0 09 Jul 2024
How DNNs break the Curse of Dimensionality: Compositionality and Symmetry Learning Arthur Jacot Seok Hoan Choi Yuxiao Wen AI4CE 91 2 0 08 Jul 2024
Evaluating Model Performance Under Worst-case Subpopulations Mike Li Hongseok Namkoong Shangzhou Xia 40 17 0 01 Jul 2024
Sparse deep neural networks for nonparametric estimation in high-dimensional sparse regression Dongya Wu Xin Li 37 0 0 26 Jun 2024
MD tree: a model-diagnostic tree grown on loss landscape Yefan Zhou Jianlong Chen Qinxue Cao Konstantin Schürholt Yaoqing Yang 33 2 0 24 Jun 2024
What Does Softmax Probability Tell Us about Classifiers Ranking Across Diverse Test Conditions? Weijie Tu Weijian Deng Liang Zheng Tom Gedeon 40 0 0 14 Jun 2024
Asymptotically Optimal Regret for Black-Box Predict-then-Optimize Samuel Tan P. Frazier 22 0 0 12 Jun 2024
Loss Gradient Gaussian Width based Generalization and Optimization Guarantees A. Banerjee Qiaobo Li Yingxue Zhou 44 0 0 11 Jun 2024
The Price of Implicit Bias in Adversarially Robust Generalization Nikolaos Tsilivis Natalie Frank Nathan Srebro Julia Kempe 45 3 0 07 Jun 2024
Auto-Multilift: Distributed Learning and Control for Cooperative Load Transportation With Quadrotors Bingheng Wang Rui Huang Kuankuan Sima Lin Zhao 48 0 0 07 Jun 2024
OCCAM: Towards Cost-Efficient and Accuracy-Aware Classification Inference Dujian Ding Bicheng Xu L. Lakshmanan VLM 36 1 0 06 Jun 2024
Generalization Bound and New Algorithm for Clean-Label Backdoor Attack Lijia Yu Shuang Liu Yibo Miao Xiao-Shan Gao Lijun Zhang AAML 34 5 0 02 Jun 2024
Length independent generalization bounds for deep SSM architectures Dániel Rácz M. Petreczky Bálint Daróczy 36 1 0 30 May 2024
A Margin-based Multiclass Generalization Bound via Geometric Complexity Michael Munn Benoit Dherin Javier Gonzalvo UQCV 40 2 0 28 May 2024
Spectral Truncation Kernels: Noncommutativity in $C^*$ -algebraic Kernel Machines Yuka Hashimoto Ayoub Hafid Masahiro Ikeda Hachem Kadri 41 1 0 28 May 2024
How many samples are needed to train a deep neural network? Pegah Golestaneh Mahsa Taheri Johannes Lederer 26 4 0 26 May 2024
Spectral complexity of deep neural networks Simmaco Di Lillo Domenico Marinucci Michele Salvi S. Vigogna BDL 74 1 0 15 May 2024
PAC-Bayesian Generalization Bounds for Knowledge Graph Representation Learning Jaejun Lee Minsung Hwang J. Whang 39 1 0 10 May 2024
Model Reconstruction Using Counterfactual Explanations: Mitigating the Decision Boundary Shift Pasan Dissanayake Sanghamitra Dutta 48 6 0 08 May 2024
Why is SAM Robust to Label Noise? Christina Baek Zico Kolter Aditi Raghunathan NoLa AAML 43 9 0 06 May 2024
Misclassification bounds for PAC-Bayesian sparse deep learning The Tien Mai UQCV BDL 52 3 0 02 May 2024
RLHF from Heterogeneous Feedback via Personalization and Preference Aggregation Chanwoo Park Mingyang Liu Dingwen Kong Kaiqing Zhang Asuman Ozdaglar 39 28 0 30 Apr 2024
Learning with Norm Constrained, Over-parameterized, Two-layer Neural Networks Fanghui Liu L. Dadi V. Cevher 79 2 0 29 Apr 2024
Uniform Generalization Bounds on Data-Dependent Hypothesis Sets via PAC-Bayesian Theory on Random Sets Benjamin Dupuis Paul Viallard George Deligiannidis Umut Simsekli 40 2 0 26 Apr 2024
A Survey of Deep Long-Tail Classification Advancements Charika De Alvis Suranga Seneviratne 28 1 0 24 Apr 2024
DNA: Differentially private Neural Augmentation for contact tracing Rob Romijnders Christos Louizos Yuki M. Asano Max Welling FedML 31 0 0 20 Apr 2024
QGen: On the Ability to Generalize in Quantization Aware Training Mohammadhossein Askarihemmat Ahmadreza Jeddi Reyhane Askari Hemmat Ivan Lazarevich Alexander Hoffman Sudhakar Sah Ehsan Saboori Yvon Savaria Jean-Pierre David MQ 21 0 0 17 Apr 2024
From Robustness to Improved Generalization and Calibration in Pre-trained Language Models Josip Jukić Jan Snajder 37 0 0 31 Mar 2024
Generalization Error Analysis for Sparse Mixture-of-Experts: A Preliminary Study Jinze Zhao Peihao Wang Zhangyang Wang MoE 20 2 0 26 Mar 2024
On the Generalization Ability of Unsupervised Pretraining Yuyang Deng Junyuan Hong Jiayu Zhou M. Mahdavi SSL 55 4 0 11 Mar 2024
Public-data Assisted Private Stochastic Optimization: Power and Limitations Enayat Ullah Michael Menart Raef Bassily Cristóbal Guzmán Raman Arora 30 1 0 06 Mar 2024
Probabilistic Lipschitzness and the Stable Rank for Comparing Explanation Models Lachlan Simpson Kyle Millar A. Cheng Cheng-Chew Lim Hong-Gunn Chew BDL FAtt 26 2 0 29 Feb 2024
Spectrum Extraction and Clipping for Implicitly Linear Layers A. Boroojeny Matus Telgarsky Hari Sundaram MLT 32 5 0 25 Feb 2024
A priori Estimates for Deep Residual Network in Continuous-time Reinforcement Learning Shuyu Yin Qixuan Zhou Fei Wen Tao Luo 30 0 0 24 Feb 2024
LoRA Training in the NTK Regime has No Spurious Local Minima Uijeong Jang Jason D. Lee Ernest K. Ryu 44 13 0 19 Feb 2024
PAC-Bayesian Adversarially Robust Generalization Bounds for Graph Neural Network Tan Sun Junhong Lin AAML 29 2 0 06 Feb 2024
Towards Understanding the Word Sensitivity of Attention Layers: A Study via Random Features Simone Bombari Marco Mondelli 31 3 0 05 Feb 2024
MIQCQP reformulation of the ReLU neural networks Lipschitz constant estimation problem Mohammed Sbihi Sophie Jan Nicolas P. Couellan 8 0 0 02 Feb 2024
Control-Theoretic Techniques for Online Adaptation of Deep Neural Networks in Dynamical Systems Jacob G. Elkins F. Fahimi AI4CE 24 0 0 01 Feb 2024
Spectral Norm of Convolutional Layers with Circular and Zero Paddings Blaise Delattre Quentin Barthélemy Alexandre Allauzen 34 2 0 31 Jan 2024
Novel Quadratic Constraints for Extending LipSDP beyond Slope-Restricted Activations Patricia Pauli Aaron J. Havens Alexandre Araujo Siddharth Garg Farshad Khorrami Frank Allgöwer Bin Hu 38 4 0 25 Jan 2024