Heiko Ludwig

1. Detecting Backdoor Attacks on Deep Neural Networks by Activation Clustering
   2018/11/08 by Bryant Chen, Wilka Carvalho, Chen, Bryant +13 · 34 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Advanced Malware Detection Techniques
2. TiFL: A Tier-based Federated Learning System
   2020/01/25 by Zheng Chai, Chai, Zheng, Ahsan Ali +17 · 17 citations
   Computer Science · #Cryptography and Data Security #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mobile Crowdsensing and Crowdsourcing #Performance (cs.PF) #Privacy-Preserving Technologies in Data
3. A Hybrid Approach to Privacy-Preserving Federated Learning
   2018/12/07 by Stacey Truex, Truex, Stacey, Nathalie Baracaldo +11 · 15 citations
   Computer Science · #Cryptography and Data Security #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
4. Granite Code Models: A Family of Open Foundation Models for Code Intelligence
   2024/05/07 by Mayank Mishra, Mishra, Mayank, Matt Stallone +88 · 28 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Software Engineering (cs.SE) #Software Engineering Research
5. FedV: Privacy-Preserving Federated Learning over Vertically Partitioned Data
   2021/03/05 by Runhua Xu, Xu, Runhua, Nathalie Baracaldo +9 · 3 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Cryptography and Data Security #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
6. Mitigating Bias in Federated Learning
   2020/12/04 by Annie Abay, Abay, Annie, Yi Zhou +9 · 5 citations
   Computer Science · Social Sciences · #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy, Security, and Data Protection #Privacy-Preserving Technologies in Data
7. DeTrust-FL: Privacy-Preserving Federated Learning in Decentralized Trust Setting
   2022/07/15 by Runhua Xu, Nathalie Baracaldo, Xu, Runhua +9 · 3 citations
   Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
8. IBM Federated Learning: an Enterprise Framework White Paper V0.1
   2020/07/22 by Heiko Ludwig, Nathalie Baracaldo, Ludwig, Heiko +45 · 2 citations
   Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #I.2.11 #I.2.6 #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
9. Fixing It in Post: A Comparative Study of LLM Post-Training Data Quality and Model Performance
   2025/06/06 by Aladin Djuhera, Swanand Kadhe, Djuhera, Aladin +9 · 2 citations
   Computer Science · Social Sciences · Materials Science · #Topic Modeling #Computational and Text Analysis Methods #Machine Learning in Materials Science