Benjamin I. P. Rubinstein

1. Invertible Concept-based Explanations for CNN Models with Non-negative Concept Activation Vectors
   2020/06/27 by Ruihan Zhang, Prashan Madumal, Zhang, Ruihan +7 · 10 citations
   Computer Science · Materials Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science
2. Learning in a Large Function Space: Privacy-Preserving Mechanisms for SVM Learning
   2009/11/30 by Benjamin I. P. Rubinstein, Peter L. Bartlett, Rubinstein, Benjamin I. P. +5 · 2 citations
   Computer Science · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Machine Learning and Data Classification
3. TRS: Transferability Reduced Ensemble via Encouraging Gradient Diversity and Model Smoothness
   2021/04/01 by Zhuolin Yang, Yang, Zhuolin, Linyi Li +14 · 3 citations
   Computer Science · Biochemistry, Genetics and Molecular Biology · #Adversarial Robustness in Machine Learning #Bacillus and Francisella bacterial research #Anomaly Detection Techniques and Applications
4. State Selection Algorithms and Their Impact on The Performance of Stateful Network Protocol Fuzzing
   2021/12/24 by Dongge Liu, Liu, Dongge, Van-Thuan Pham +7 · 2 citations
   Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Packet Processing and Optimization #Software Engineering (cs.SE) #Software System Performance and Reliability #Software Testing and Debugging Techniques
5. RS-Del: Edit Distance Robustness Certificates for Sequence Classifiers via Randomized Deletion
   2023/01/31 by Zhuoqun Huang, Neil G. Marchant, Huang, Zhuoqun +9 · 3 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Advanced Malware Detection Techniques #Anomaly Detection Techniques and Applications
6. DBA bandits: Self-driving index tuning under ad-hoc, analytical\n workloads with safety guarantees
   2020/10/19 by R. Malinga Perera, Bastian Oetomo, Perera, R. Malinga +5 · 2 citations
   Computer Science · Decision Sciences · #Data Stream Mining Techniques #Advanced Bandit Algorithms Research #Machine Learning and Data Classification
7. Bayesian Differential Privacy through Posterior Sampling
   2013/06/05 by Christos Dimitrakakis, Blaine Nelson, Dimitrakakis, Christos +7 · 1 citation
   Computer Science · Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Statistical Methods and Bayesian Inference
8. IMBERT: Making BERT Immune to Insertion-based Backdoor Attacks
   2023/05/25 by Xuanli He, Jun Wang, He, Xuanli +5 · 2 citations
   Computer Science · #Adversarial Robustness in Machine Learning
9. No DBA? No regret! Multi-armed bandits for index tuning of analytical and HTAP workloads with provable guarantees
   2021/08/23 by R. Malinga Perera, Bastian Oetomo, Perera, R. Malinga +5 · 2 citations
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Blockchain Technology Applications and Security #Data Stream Mining Techniques #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)
10. Health Data in an Open World
    2017/12/15 by Chris Culnane, Benjamin I. P. Rubinstein, Culnane, Chris +3 · 1 citation
    Computer Science · Decision Sciences · Medicine · #Computers and Society (cs.CY) #Cryptography and Security (cs.CR) #Data Quality and Management #Ethics in Clinical Research #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data
11. Link Prediction by De-anonymization: How We Won the Kaggle Social\n Network Challenge
    2011/02/21 by Arvind Narayanan, Elaine Shi, Narayanan, Arvind +3 · 1 citation
    Computer Science · Decision Sciences · Social Sciences · #Cryptography and Security (cs.CR) #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy, Security, and Data Protection #Privacy-Preserving Technologies in Data
12. Reinforcement Learning for Autonomous Defence in Software-Defined\n Networking
    2018/08/17 by Yi Han, Han, Yi, Benjamin I. P. Rubinstein +15 · 1 citation
    Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Physical Unclonable Functions (PUFs) and Hardware Security
13. SEEP: Training Dynamics Grounds Latent Representation Search for Mitigating Backdoor Poisoning Attacks
    2024/05/19 by Xuanli He, Qiongkai Xu, He, Xuanli +7 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Advanced Malware Detection Techniques #Anomaly Detection Techniques and Applications
14. A Geometric Approach to Sample Compression
    2009/11/18 by Benjamin I. P. Rubinstein, Rubinstein, Benjamin I. P., J Rubinstein +1 · 1 citation
    Computer Science · #Machine Learning and Algorithms #Algorithms and Data Compression #Computability, Logic, AI Algorithms
15. One Stone, Two Birds: Enhancing Adversarial Defense Through the Lens of Distributional Discrepancy
    2025/03/04 by Jiacheng Zhang, Benjamin I. P. Rubinstein, Zhang, Jiacheng +4 · 1 citation
    Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)