Prateek Mittal
- Advances and Open Problems in Federated Learning
2020/12/02 by Peter Kairouz, H. Brendan McMahan, Brendan Avent +56 · 189 citations
Computer Science · #Cryptography and Data Security #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data
- Fine-tuning Aligned Language Models Compromises Safety, Even When Users Do Not Intend To!
2023/10/05 by Xiangyu Qi, Yi Zeng, Qi, Xiangyu +11 · 164 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Robust Website Fingerprinting Through the Cache Occupancy Channel
2018/11/17 by Anatoly Shusterman, Lachlan Kang, Shusterman, Anatoly +11 · 3 voices · 1 citation
#cs.CR #cs.LG
- Visual Adversarial Examples Jailbreak Aligned Large Language Models
2023/06/22 by Xiangyu Qi, Kaixuan Huang, Qi, Xiangyu +8 · 71 citations
Computer Science · #Adversarial Robustness in Machine Learning #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Acoustic Denial of Service Attacks on HDDs
2017/12/21 by Mohammad Shahrad, Shahrad, Mohammad, Arsalan Mosenia +9 · 3 voices
Computer Science · #Digital and Cyber Forensics #Advanced Malware Detection Techniques #Security and Verification in Computing
- RAPTOR: Routing Attacks on Privacy in Tor
2015/03/13 by Yixin Sun, Anne Edmundson, Sun, Yixin +11 · 2 voices · 2 citations
Computer Science · #Cryptography and Data Security #Internet Traffic Analysis and Secure E-voting #Network Security and Intrusion Detection #cs.CR #cs.NI
- Systematic Evaluation of Privacy Risks of Machine Learning Models
2020/03/24 by Liwei Song, Song, Liwei, Prateek Mittal +1 · 29 citations
Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Privacy-Preserving Technologies in Data #Ethics and Social Impacts of AI
- Analyzing Federated Learning through an Adversarial Lens
2018/11/29 by Arjun Nitin Bhagoji, Bhagoji, Arjun Nitin, Supriyo Chakraborty +5 · 26 citations
Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #Anomaly Detection Techniques and Applications
- SORRY-Bench: Systematically Evaluating Large Language Model Safety Refusal
2024/06/20 by Tinghao Xie, Xie, Tinghao, Xiangyu Qi +29 · 39 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Natural Language Processing Techniques #Software Reliability and Analysis Research #Topic Modeling
- SSD: A Unified Framework for Self-Supervised Outlier Detection
2021/03/22 by Vikash Sehwag, Sehwag, Vikash, Mung Chiang +3 · 19 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications
2024/02/07 by Boyi Wei, Kaixuan Huang, Wei, Boyi +15 · 33 citations
Decision Sciences · Engineering · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Fatigue and fracture mechanics #Machine Learning (cs.LG) #Risk and Safety Analysis
- Data Shapley in One Training Run
2024/06/16 by Jiachen T. Wang, Prateek Mittal, Wang, Jiachen T. +5 · 20 citations
Computer Science · #Computation and Language (cs.CL) #Edcuational Technology Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Teaching and Learning Programming
- Certifiably Robust RAG against Retrieval Corruption
2024/05/24 by Chong Xiang, Tong Wu, Xiang, Chong +9 · 18 citations
Computer Science · #Face and Expression Recognition #Machine Learning and ELM #Domain Adaptation and Few-Shot Learning
- FALCON: Honest-Majority Maliciously Secure Framework for Private Deep\n Learning
2020/04/05 by Sameer Wagh, Wagh, Sameer, Shruti Tople +9 · 8 citations
Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Neurotoxin: Durable Backdoors in Federated Learning
2022/06/12 by Zhengming Zhang, Zhang, Zhengming, Ashwinee Panda +13 · 10 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Privacy-Preserving In-Context Learning for Large Language Models
2023/05/02 by Tong Wu, Wu, Tong, Ashwinee Panda +5 · 8 citations
Computer Science · #Privacy-Preserving Technologies in Data
- Enhancing Robustness of Machine Learning Systems via Data\n Transformations
2017/04/09 by Arjun Nitin Bhagoji, Bhagoji, Arjun Nitin, Daniel Cullina +5 · 4 citations
Computer Science · #Adversarial Robustness in Machine Learning #Advanced Malware Detection Techniques
- Private Fine-tuning of Large Language Models with Zeroth-order Optimization
2024/01/09 by Xinyu Tang, Ashwinee Panda, Tang, Xinyu +7 · 8 citations
Computer Science · #Privacy-Preserving Technologies in Data #Advanced Neural Network Applications #Stochastic Gradient Optimization Techniques
- SAQL: A Stream-based Query System for Real-Time Abnormal System Behavior Detection
2018/06/25 by Peng Gao, Gao, Peng, Xusheng Xiao +15 · 5 citations
Computer Science · Decision Sciences · #Anomaly Detection Techniques and Applications #Cryptography and Security (cs.CR) #Data Quality and Management #Databases (cs.DB) #FOS: Computer and information sciences #Software System Performance and Reliability
- Lottery Ticket Adaptation: Mitigating Destructive Interference in LLMs
2024/06/24 by Ashwinee Panda, Panda, Ashwinee, Berivan Isik +9 · 8 citations
Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Auction Theory and Applications #Computation and Language (cs.CL) #Digital Rights Management and Security #FOS: Computer and information sciences
- PatchCleanser: Certifiably Robust Defense against Adversarial Patches for Any Image Classifier
2021/08/20 by Chong Xiang, Xiang, Chong, Saeed Mahloujifar +3 · 4 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Bacillus and Francisella bacterial research #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
- AIQL: Enabling Efficient Attack Investigation from System Monitoring Data
2018/06/06 by Peng Gao, Gao, Peng, Xusheng Xiao +11 · 4 citations
Computer Science · #Advanced Malware Detection Techniques #Anomaly Detection Techniques and Applications #Cryptography and Security (cs.CR) #Databases (cs.DB) #FOS: Computer and information sciences #Network Security and Intrusion Detection
- On Evaluating the Durability of Safeguards for Open-Weight LLMs
2024/12/10 by Xiangyu Qi, Qi, Xiangyu, Boyi Wei +17 · 2 voices · 7 citations
Computer Science · #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #cs.AI #cs.CR
- DetectorGuard: Provably Securing Object Detectors against Localized Patch Hiding Attacks
2021/02/05 by Chong Xiang, Prateek Mittal, Xiang, Chong +1 · 3 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
- ObjectSeeker: Certifiably Robust Object Detection against Patch Hiding Attacks via Patch-agnostic Masking
2022/02/03 by Chong Xiang, Xiang, Chong, Alexander Valtchanov +5 · 3 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- DARTS: Deceiving Autonomous Cars with Toxic Signs
2018/02/18 by Chawin Sitawarin, Arjun Nitin Bhagoji, Sitawarin, Chawin +7 · 2 citations
Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
- Lower Bounds on Adversarial Robustness from Optimal Transport
2019/09/26 by Arjun Nitin Bhagoji, Daniel Cullina, Bhagoji, Arjun Nitin +3 · 2 citations
Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
- Enabling Efficient Cyber Threat Hunting With Cyber Threat Intelligence
2020/10/26 by Peng Gao, Gao, Peng, Fei Shao +15 · 2 citations
Computer Science · #Advanced Malware Detection Techniques #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #Databases (cs.DB) #FOS: Computer and information sciences #Network Security and Intrusion Detection #Spam and Phishing Detection
- Towards Compact and Robust Deep Neural Networks
2019/06/14 by Vikash Sehwag, Shiqi Wang, Sehwag, Vikash +5 · 1 citation
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Preserving Link Privacy in Social Network Based Systems
2012/08/30 by Prateek Mittal, Charalampos Papamanthou, Mittal, Prateek +3 · 1 citation
Computer Science · Social Sciences · #Privacy-Preserving Technologies in Data #Internet Traffic Analysis and Secure E-voting #Privacy, Security, and Data Protection
- Subliminal Probing for Private Information via EEG-Based BCI Devices
2013/12/20 by Mario Frank, Tiffany Hwu, Frank, Mario +15 · 1 voice
Neuroscience · Psychology · #cs.CR
- PatchGuard++: Efficient Provable Attack Detection against Adversarial Patches
2021/04/26 by Chong Xiang, Xiang, Chong, Prateek Mittal +1 · 2 citations
Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Security and Verification in Computing
- A Query System for Efficiently Investigating Complex Attack Behaviors for Enterprise Security
2018/10/04 by Peng Gao, Gao, Peng, Xusheng Xiao +11 · 1 citation
Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Information and Cyber Security #Network Security and Intrusion Detection #Software Engineering (cs.SE) #Software System Performance and Reliability
- Querying Streaming System Monitoring Data for Enterprise System Anomaly Detection
2019/03/19 by Peng Gao, Gao, Peng, Xusheng Xiao +11 · 1 citation
Computer Science · #Anomaly Detection Techniques and Applications #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Network Security and Intrusion Detection #Software System Performance and Reliability
- Just Rotate it: Deploying Backdoor Attacks via Rotation Transformation
2022/07/22 by Tong Wu, Tianhao Wang, Wu, Tong +7 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Digital Media Forensic Detection #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Uncovering Adversarial Risks of Test-Time Adaptation
2023/01/29 by Tong Wu, Wu, Tong, Feiran Jia +11 · 1 citation
Computer Science · Biochemistry, Genetics and Molecular Biology · Medicine · #Anomaly Detection Techniques and Applications #Metabolomics and Mass Spectrometry Studies #Data-Driven Disease Surveillance
- PatchCURE: Improving Certifiable Robustness, Model Utility, and Computation Efficiency of Adversarial Patch Defenses
2023/10/19 by Chong Xiang, Xiang, Chong, Tong Wu +9 · 1 citation
Computer Science · Materials Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Nuclear Materials and Properties #Security and Verification in Computing
- BaDExpert: Extracting Backdoor Functionality for Accurate Backdoor Input Detection
2023/08/23 by Tinghao Xie, Xie, Tinghao, Xiangyu Qi +9 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning
- AI Risk Management Should Incorporate Both Safety and Security
2024/05/29 by Xiangyu Qi, Yangsibo Huang, Qi, Xiangyu +47 · 1 citation
Medicine · Social Sciences · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Cryptography and Security (cs.CR) #Ethics and Social Impacts of AI #FOS: Computer and information sciences