Robustness
【ICML2022】Understanding The Robustness in Vision Transformers
来自NUS&NVIDIA 文章地址:[2204.12451] Understanding The Robustness in Vision Transformers (arxiv.org) 项目地址:https://github.com/NVlabs/FAN 一、Motivation CNN使用滑动 ......
Proj CDeepFuzz Paper Reading: Invariance-inducing regularization using worst-case transformations suffices to boost accuracy and spatial robustness
## Abstract 本文: Task: 1. prove invariance-inducing regularizers can increase predictive accuracy for worst-case spatial transformations 2. prove that ......
A Novel Noise Injection-based Training Scheme for Better Model Robustness
郑重声明:原文参见标题,如有侵权,请联系作者,将会撤销发布! https://arxiv.org/abs/2302.10802 ......
机器翻译 | Improving Neural Machine Translation Robustness via Data Augmentation: Beyond Back Translation论文总结
论文地址:https://arxiv.org/abs/1910.03009 ### 动机 神经机器翻译(NMT)模型在翻译**干净文本**时已被证明是强大的,但它们**对输入中的噪声非常敏感**。改进NMT模型的鲁棒性可以看作是对噪声的“域”适应的一种形式。 最先进的方法严重依赖于大量的反向翻译数据 ......
机器翻译 | Improving Neural Machine Translation Robustness via Data Augmentation: Beyond Back Translation论文翻译
## 摘要 **神经机器翻译(NMT)模型在翻译干净文本时已被证明是强大的,但它们对输入中的噪声非常敏感**。改进NMT模型的鲁棒性可以看作是对噪声的“域”适应的一种形式。**最近创建的基于噪声文本的机器翻译任务语料库为一些语言对提供了噪声清洁的并行数据,但这些数据在大小和多样性方面非常有限**。最 ......
LEA: Improving Sentence Similarity Robustness to Typos Using Lexical Attention Bias 论文阅读
# LEA: Improving Sentence Similarity Robustness to Typos Using Lexical Attention Bias 论文阅读 KDD 2023 [原文地址](https://arxiv.org/abs/2307.02912) ## Introd ......
Spike timing reshapes robustness against attacks in spiking neural networks
郑重声明:原文参见标题,如有侵权,请联系作者,将会撤销发布! 同大组工作 ......
SNN-RAT: Robustness-enhanced Spiking Neural Network through Regularized Adversarial Training
郑重声明:原文参见标题,如有侵权,请联系作者,将会撤销发布! 同大组工作 Abstract ......
Adversarial Robust Deep Reinforcement Learning Requires Redefining Robustness
郑重声明:原文参见标题,如有侵权,请联系作者,将会撤销发布! ......