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Soheil Feizi

  1. Can AI-Generated Text be Reliably Detected?
    2023/03/17 by Vinu Sankar Sadasivan, Sadasivan, Vinu Sankar, Aounon Kumar +7 · 5 voices · 41 citations
    #cs.CL #cs.AI #cs.LG
  2. Influence Functions in Deep Learning Are Fragile
    2020/06/25 by Samyadeep Basu, Basu, Samyadeep, Philip Pope +3 · 39 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
  3. Online Advertisements with LLMs: Opportunities and Challenges
    2023/11/11 by Soheil Feizi, Feizi, Soheil, MohammadTaghi Hajiaghayi +5 · 3 voices · 5 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #FOS: Computer and information sciences #cs.AI #cs.CY
  4. Certifying LLM Safety against Adversarial Prompting
    2023/09/06 by Aounon Kumar, Chirag Agarwal, Kumar, Aounon +7 · 46 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)
  5. Perceptual Adversarial Robustness: Defense Against Unseen Threat Models
    2020/06/22 by Cassidy Laidlaw, Sahil Singla, Laidlaw, Cassidy +3 · 12 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) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  6. Loki: Low-rank Keys for Efficient Sparse Attention
    2024/06/04 by Prajwal Singhania, Singhania, Prajwal, Siddharth Singh +7 · 23 citations
    Computer Science · Neuroscience · #Anomaly Detection Techniques and Applications #EEG and Brain-Computer Interfaces #FOS: Computer and information sciences #Machine Learning (cs.LG) #Speech and Audio Processing
  7. (De)Randomized Smoothing for Certifiable Defense against Patch Attacks
    2020/02/25 by Alexander Levine, Soheil Feizi, Levine, Alexander +1 · 12 citations
    Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Physical Unclonable Functions (PUFs) and Hardware Security
  8. Fast Adversarial Attacks on Language Models In One GPU Minute
    2024/02/23 by Vinu Sankar Sadasivan, Shoumik Saha, Sadasivan, Vinu Sankar +9 · 19 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Topic Modeling
  9. Quantum Wasserstein Generative Adversarial Networks
    2019/10/31 by Shouvanik Chakrabarti, Chakrabarti, Shouvanik, Yiming Huang +7 · 10 citations
    Computer Science · #Quantum Computing Algorithms and Architecture #Adversarial Robustness in Machine Learning #Generative Adversarial Networks and Image Synthesis
  10. Salient ImageNet: How to discover spurious features in Deep Learning?
    2021/10/08 by Sahil Singla, Singla, Sahil, Soheil Feizi +1 · 10 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  11. Robustness of AI-Image Detectors: Fundamental Limits and Practical Attacks
    2023/09/29 by Mehrdad Saberi, Vinu Sankar Sadasivan, Saberi, Mehrdad +11 · 16 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  12. Segment and Complete: Defending Object Detectors against Adversarial Patch Attacks with Robust Patch Detection
    2021/12/08 by Jiang Liu, Liu, Jiang, Alexander Levine +7 · 10 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 #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
  13. Text-To-Concept (and Back) via Cross-Model Alignment
    2023/05/10 by Mazda Moayeri, Keivan Rezaei, Moayeri, Mazda +5 · 12 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Domain Adaptation and Few-Shot Learning #Advanced Image and Video Retrieval Techniques
  14. Understanding Information Storage and Transfer in Multi-modal Large Language Models
    2024/06/06 by Samyadeep Basu, Basu, Samyadeep, Martin Grayson +9 · 14 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques
  15. Deep Partition Aggregation: Provable Defense against General Poisoning Attacks
    2020/06/25 by Alexander Levine, Soheil Feizi, Levine, Alexander +1 · 5 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
  16. Decomposing and Interpreting Image Representations via Text in ViTs Beyond CLIP
    2024/06/03 by Sriram Balasubramanian, Samyadeep Basu, Balasubramanian, Sriram +3 · 10 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #I.5.1 #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques
  17. Understanding Impacts of High-Order Loss Approximations and Features in Deep Learning Interpretation
    2019/02/01 by Sahil Singla, Eric Wallace, Singla, Sahil +4 · 6 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topic Modeling
  18. A Comprehensive Study of Image Classification Model Sensitivity to Foregrounds, Backgrounds, and Visual Attributes
    2022/01/26 by Mazda Moayeri, Moayeri, Mazda, Phillip B. Pope +5 · 4 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences
  19. Porcupine Neural Networks: (Almost) All Local Optima are Global
    2017/10/05 by Soheil Feizi, Hamid Javadi, Feizi, Soheil +5 · 6 citations
    Computer Science · #Neural Networks and Applications #Machine Learning and Algorithms #Stochastic Gradient Optimization Techniques
  20. EditVal: Benchmarking Diffusion Based Text-Guided Image Editing Methods
    2023/10/03 by Samyadeep Basu, Basu, Samyadeep, Mehrdad Saberi +13 · 5 citations
    Biochemistry, Genetics and Molecular Biology · #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  21. A Survey on Mechanistic Interpretability for Multi-Modal Foundation Models
    2025/02/22 by Zihao Lin, Samyadeep Basu, Lin, Zihao +39 · 12 citations
    Environmental Science · Engineering · #Groundwater flow and contamination studies #Dam Engineering and Safety #Tunneling and Rock Mechanics
  22. Improved deterministic l2 robustness on CIFAR-10 and CIFAR-100
    2021/08/05 by Sahil Singla, Singla, Sahil, Surbhi Singla +3 · 3 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
  23. Identifying Interpretable Subspaces in Image Representations
    2023/07/20 by Neha Kalibhat, Shweta Bhardwaj, Kalibhat, Neha +9 · 4 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
  24. Normalized Wasserstein Distance for Mixture Distributions with Applications in Adversarial Learning and Domain Adaptation
    2019/02/01 by Yogesh Balaji, Rama Chellappa, Balaji, Yogesh +3 · 2 citations
    Computer Science · Medicine · #COVID-19 diagnosis using AI #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multimodal Machine Learning Applications
  25. Robustness Certificates for Sparse Adversarial Attacks by Randomized\n Ablation
    2019/11/20 by Alexander Levine, Soheil Feizi, Levine, Alexander +1 · 2 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  26. DRSM: De-Randomized Smoothing on Malware Classifier Providing Certified Robustness
    2023/03/20 by Shoumik Saha, Saha, Shoumik, Wenxiao Wang +6 · 2 citations
    Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  27. Spuriosity Rankings: Sorting Data to Measure and Mitigate Biases
    2022/12/05 by Mazda Moayeri, Wenxiao Wang, Moayeri, Mazda +5 · 2 citations
    Computer Science · Medicine · #Artificial Intelligence (cs.AI) #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Imbalanced Data Classification Techniques #Machine Learning (cs.LG)
  28. Rethinking Artistic Copyright Infringements in the Era of Text-to-Image Generative Models
    2024/04/11 by Mazda Moayeri, Moayeri, Mazda, Samyadeep Basu +11 · 3 citations
    Computer Science · Neuroscience · #Aesthetic Perception and Analysis #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
  29. CUDA: Convolution-based Unlearnable Datasets
    2023/03/07 by Vinu Sankar Sadasivan, Mahdi Soltanolkotabi, Sadasivan, Vinu Sankar +3 · 2 citations
    Computer Science · Medicine · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI
  30. Strong Baselines for Parameter Efficient Few-Shot Fine-tuning
    2023/04/04 by Samyadeep Basu, Basu, Samyadeep, Daniela Massiceti +5 · 2 citations
    Computer Science · Engineering · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Image Processing Techniques and Applications
  31. Maestro: Joint Graph & Config Optimization for Reliable AI Agents
    2025/09/04 by Wenxiao Wang, Wang, Wenxiao, Priyatham Kattakinda +3 · 1 voice · 2 citations
    Computer Science · #Semantic Web and Ontologies #cs.AI #cs.CL #cs.LG #cs.SE
  32. Policy Smoothing for Provably Robust Reinforcement Learning
    2021/06/21 by Aounon Kumar, Alexander Levine, Kumar, Aounon +3 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Reinforcement Learning in Robotics #Explainable Artificial Intelligence (XAI)
  33. Understanding Overparameterization in Generative Adversarial Networks
    2021/04/12 by Yogesh Balaji, Mohammadmahdi Sajedi, Balaji, Yogesh +11 · 1 citation
    Computer Science · Physics and Astronomy · #Generative Adversarial Networks and Image Synthesis #Stochastic Gradient Optimization Techniques #Model Reduction and Neural Networks
  34. Measuring Self-Supervised Representation Quality for Downstream Classification using Discriminative Features
    2022/03/03 by Neha Kalibhat, Kalibhat, Neha, Kanika Narang +7 · 1 citation
    Computer Science · Immunology and Microbiology · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Digital Imaging for Blood Diseases #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #interferon and immune responses
  35. Run-Off Election: Improved Provable Defense against Data Poisoning Attacks
    2023/02/05 by Keivan Rezaei, Kiarash Banihashem, Rezaei, Keivan +5 · 1 citation
    Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG)
  36. Fantastic Four: Differentiable Bounds on Singular Values of Convolution\n Layers
    2019/11/22 by Sahil Singla, Singla, Sahil, Soheil Feizi +1 · 1 citation
    Computer Science · Engineering · #Advanced Neural Network Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Neural Networks and Applications #Sparse and Compressive Sensing Techniques
  37. SpurLens: Automatic Detection of Spurious Cues in Multimodal LLMs
    2025/03/11 by Parsa Hosseini, Hosseini, Parsa, Nawathe, Sumit +6 · 2 citations
    Arts and Humanities · Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Translation Studies and Practices #linguistics and terminology studies
  38. Chain-of-Defensive-Thought: Structured Reasoning Elicits Robustness in Large Language Models against Reference Corruption
    2025/04/29 by Wenxiao Wang, Parsa Hosseini, Wang, Wenxiao +3 · 3 citations
    Computer Science · Medicine · Social Sciences · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
  39. Functional Adversarial Attacks
    2019/05/29 by Cassidy Laidlaw, Soheil Feizi, Laidlaw, Cassidy +1 · 2 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Advanced Malware Detection Techniques
  40. DREW : Towards Robust Data Provenance by Leveraging Error-Controlled Watermarking
    2024/06/05 by Mehrdad Saberi, Vinu Sankar Sadasivan, Saberi, Mehrdad +7 · 2 citations
    Computer Science · Decision Sciences · #Advanced Malware Detection Techniques #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Digital and Cyber Forensics #FOS: Computer and information sciences #Scientific Computing and Data Management
  41. IntCoOp: Interpretability-Aware Vision-Language Prompt Tuning
    2024/06/19 by Soumya Suvra Ghosal, Ghosal, Soumya Suvra, Samyadeep Basu +5 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Natural Language Processing Techniques
  42. DyePack: Provably Flagging Test Set Contamination in LLMs Using Backdoors
    2025/05/29 by Wenxiao Wang, Cheng, Yize, Wang, Wenxiao +4 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Computation and Language (cs.CL) #FOS: Computer and information sciences #Software Testing and Debugging Techniques #Topic Modeling
  43. On Mechanistic Circuits for Extractive Question-Answering
    2025/02/12 by Samyadeep Basu, Basu, Samyadeep, Vlad I. Morariu +11 · 1 citation
    Computer Science · #Topic Modeling #Seismology and Earthquake Studies
  44. Securing the Future of GenAI: Policy and Technology
    2024/05/21 by Mihai Christodorescu, Christodorescu, Mihai, Ryan Craven +24 · 1 citation
    Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Research Data Management Practices #Scientific Computing and Data Management
  45. Retrieval is Enough: Training-Free Interpretability with a Tool-Using Agent
    2026/07/17 by Sriram Balasubramanian, Soheil Feizi
    #cs.LG #cs.AI