Prada: Black-Box LLM Adaptation with Private Data on Resource-Constrained Devices
Authors: Ziyao Wang, Yexiao He, Zheyu Shen, Yu Li, Guoheng Sun, Myungjin Lee, Ang Li | Published: 2025-03-19
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Temporal Context Awareness: A Defense Framework Against Multi-turn Manipulation Attacks on Large Language Models
Authors: Prashant Kulkarni, Assaf Namer | Published: 2025-03-18
Personalized Attacks of Social Engineering in Multi-turn Conversations — LLM Agents for Simulation and Detection
Authors: Tharindu Kumarage, Cameron Johnson, Jadie Adams, Lin Ai, Matthias Kirchner, Anthony Hoogs, Joshua Garland, Julia Hirschberg, Arslan Basharat, Huan Liu | Published: 2025-03-18
Anomaly-Flow: A Multi-domain Federated Generative Adversarial Network for Distributed Denial-of-Service Detection
Authors: Leonardo Henrique de Melo, Gustavo de Carvalho Bertoli, Michele Nogueira, Aldri Luiz dos Santos, Lourenço Alves Pereira Junior | Published: 2025-03-18
Zero-Knowledge Federated Learning: A New Trustworthy and Privacy-Preserving Distributed Learning Paradigm
Authors: Yuxin Jin, Taotao Wang, Qing Yang, Long Shi, Shengli Zhang | Published: 2025-03-18 | Updated: 2025-03-24
Optimizing ML Training with Metagradient Descent
Authors: Logan Engstrom, Andrew Ilyas, Benjamin Chen, Axel Feldmann, William Moses, Aleksander Madry | Published: 2025-03-17
SOSecure: Safer Code Generation with RAG and StackOverflow Discussions
Authors: Manisha Mukherjee, Vincent J. Hellendoorn | Published: 2025-03-17
Zero-Knowledge Proof-Based Consensus for Blockchain-Secured Federated Learning
Authors: Tianxing Fu, Jia Hu, Geyong Min, Zi Wang | Published: 2025-03-17
VeriLeaky: Navigating IP Protection vs Utility in Fine-Tuning for LLM-Driven Verilog Coding
Authors: Zeng Wang, Minghao Shao, Mohammed Nabeel, Prithwish Basu Roy, Likhitha Mankali, Jitendra Bhandari, Ramesh Karri, Ozgur Sinanoglu, Muhammad Shafique, Johann Knechtel | Published: 2025-03-17
VeriContaminated: Assessing LLM-Driven Verilog Coding for Data Contamination
Authors: Zeng Wang, Minghao Shao, Jitendra Bhandari, Likhitha Mankali, Ramesh Karri, Ozgur Sinanoglu, Muhammad Shafique, Johann Knechtel | Published: 2025-03-17