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Voice2Series: Reprogramming Acoustic Models for Time Series Classification


Jun 17, 2021
Chao-Han Huck Yang, Yun-Yun Tsai, Pin-Yu Chen

* Accepted to ICML 2021, 16 Pages 

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CRFL: Certifiably Robust Federated Learning against Backdoor Attacks


Jun 15, 2021
Chulin Xie, Minghao Chen, Pin-Yu Chen, Bo Li

* ICML 2021 

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Predicting Deep Neural Network Generalization with Perturbation Response Curves


Jun 09, 2021
Yair Schiff, Brian Quanz, Payel Das, Pin-Yu Chen

* arXiv admin note: substantial text overlap with arXiv:2104.03469 

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Simple Transparent Adversarial Examples


May 20, 2021
Jaydeep Borkar, Pin-Yu Chen

* 14 pages, 9 figures, Published at ICLR 2021 Workshop on Security and Safety in Machine Learning Systems 

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Vision Transformers are Robust Learners


May 18, 2021
Sayak Paul, Pin-Yu Chen


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High-Robustness, Low-Transferability Fingerprinting of Neural Networks


May 14, 2021
Siyue Wang, Xiao Wang, Pin-Yu Chen, Pu Zhao, Xue Lin

* ICLR 2021 Workshop on Security and Safety in Machine Learning Systems 

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ScaleCom: Scalable Sparsified Gradient Compression for Communication-Efficient Distributed Training


Apr 21, 2021
Chia-Yu Chen, Jiamin Ni, Songtao Lu, Xiaodong Cui, Pin-Yu Chen, Xiao Sun, Naigang Wang, Swagath Venkataramani, Vijayalakshmi Srinivasan, Wei Zhang, Kailash Gopalakrishnan

* NeurIPS2020 accepted https://proceedings.neurips.cc/paper/2020/hash/9d58963592071dbf38a0fa114269959c-Abstract.html 

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Gi and Pal Scores: Deep Neural Network Generalization Statistics


Apr 08, 2021
Yair Schiff, Brian Quanz, Payel Das, Pin-Yu Chen

* Accepted to RobustML Workshop at ICLR 2021 

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Towards creativity characterization of generative models via group-based subset scanning


Apr 01, 2021
Celia Cintas, Payel Das, Brian Quanz, Skyler Speakman, Victor Akinwande, Pin-Yu Chen

* Synthetic Data Generation Workshop at ICLR'21 

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On the Adversarial Robustness of Visual Transformers


Mar 29, 2021
Rulin Shao, Zhouxing Shi, Jinfeng Yi, Pin-Yu Chen, Cho-Jui Hsieh


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Don't Forget to Sign the Gradients!


Mar 05, 2021
Omid Aramoon, Pin-Yu Chen, Gang Qu

* Accepted to MLSys 2021 

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Hard-label Manifolds: Unexpected Advantages of Query Efficiency for Finding On-manifold Adversarial Examples


Mar 04, 2021
Washington Garcia, Pin-Yu Chen, Somesh Jha, Scott Clouse, Kevin R. B. Butler

* Preprint 

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Formalizing Generalization and Robustness of Neural Networks to Weight Perturbations


Mar 03, 2021
Yu-Lin Tsai, Chia-Yi Hsu, Chia-Mu Yu, Pin-Yu Chen


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Adversarial Examples for Unsupervised Machine Learning Models


Mar 02, 2021
Chia-Yi Hsu, Pin-Yu Chen, Songtao Lu, Sijia Lu, Chia-Mu Yu


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Domain Adaptation for Learning Generator from Paired Few-Shot Data


Feb 25, 2021
Chun-Chih Teng, Pin-Yu Chen, Wei-Chen Chiu

* accepted in ICASSP 2021 

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Non-Singular Adversarial Robustness of Neural Networks


Feb 23, 2021
Yu-Lin Tsai, Chia-Yi Hsu, Chia-Mu Yu, Pin-Yu Chen


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On Fast Adversarial Robustness Adaptation in Model-Agnostic Meta-Learning


Feb 20, 2021
Ren Wang, Kaidi Xu, Sijia Liu, Pin-Yu Chen, Tsui-Wei Weng, Chuang Gan, Meng Wang


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Causal Inference Q-Network: Toward Resilient Reinforcement Learning


Feb 18, 2021
Chao-Han Huck Yang, I-Te Danny Hung, Yi Ouyang, Pin-Yu Chen

* Preprint. A Non-archival and preliminary venue was accepted to NeurIPS 2019 Safety and Robustness in Decision-making Workshop 

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Meta Federated Learning


Feb 10, 2021
Omid Aramoon, Pin-Yu Chen, Gang Qu, Yuan Tian

* 11 pages, 5 figures 

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Fast Training of Provably Robust Neural Networks by SingleProp


Feb 01, 2021
Akhilan Boopathy, Tsui-Wei Weng, Sijia Liu, Pin-Yu Chen, Gaoyuan Zhang, Luca Daniel

* Published at AAAI 2021 

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Curse or Redemption? How Data Heterogeneity Affects the Robustness of Federated Learning


Feb 01, 2021
Syed Zawad, Ahsan Ali, Pin-Yu Chen, Ali Anwar, Yi Zhou, Nathalie Baracaldo, Yuan Tian, Feng Yan

* Accepted in AAAI 2021 

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Fake it Till You Make it: Self-Supervised Semantic Shifts for Monolingual Word Embedding Tasks


Jan 30, 2021
Maurício Gruppi, Sibel Adalı, Pin-Yu Chen

* Published at AAAI-2021 

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Adversarial Sample Enhanced Domain Adaptation: A Case Study on Predictive Modeling with Electronic Health Records


Jan 13, 2021
Yiqin Yu, Pin-Yu Chen, Yuan Zhou, Jing Mei


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Robust Text CAPTCHAs Using Adversarial Examples


Jan 07, 2021
Rulin Shao, Zhouxing Shi, Jinfeng Yi, Pin-Yu Chen, Cho-Jui Hsieh


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Reprogramming Language Models for Molecular Representation Learning


Jan 06, 2021
Ria Vinod, Pin-Yu Chen, Payel Das

* 6 pages, 5 tables, accepted at Learning Meaningful Representations of Life @ NeurIPS 2020, Women in Machine Learning @ NeurIPS 2020. 8 pages, LaTeX; typos corrected, references added 

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Self-Progressing Robust Training


Dec 22, 2020
Minhao Cheng, Pin-Yu Chen, Sijia Liu, Shiyu Chang, Cho-Jui Hsieh, Payel Das

* Accepted in AAAI2021 

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Zeroth-Order Hybrid Gradient Descent: Towards A Principled Black-Box Optimization Framework


Dec 21, 2020
Pranay Sharma, Kaidi Xu, Sijia Liu, Pin-Yu Chen, Xue Lin, Pramod K. Varshney

* 27 pages, 3 figures 

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SChME at SemEval-2020 Task 1: A Model Ensemble for Detecting Lexical Semantic Change


Dec 02, 2020
Maurício Gruppi, Sibel Adali, Pin-Yu Chen


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How Robust are Randomized Smoothing based Defenses to Data Poisoning?


Dec 02, 2020
Akshay Mehra, Bhavya Kailkhura, Pin-Yu Chen, Jihun Hamm


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