SOFT: Selective Data Obfuscation for Protecting LLM Fine-tuning against Membership Inference Attacks

Authors: Kaiyuan Zhang, Siyuan Cheng, Hanxi Guo, Yuetian Chen, Zian Su, Shengwei An, Yuntao Du, Charles Fleming, Ashish Kundu, Xiangyu Zhang, Ninghui Li | Published: 2025-06-12
2025.06.12 2025.06.14
Literature Database

FicGCN: Unveiling the Homomorphic Encryption Efficiency from Irregular Graph Convolutional Networks

Authors: Zhaoxuan Kan, Husheng Han, Shangyi Shi, Tenghui Hua, Hang Lu, Xiaowei Li, Jianan Mu, Xing Hu | Published: 2025-06-12
2025.06.12 2025.06.14
Literature Database

Can We Infer Confidential Properties of Training Data from LLMs?

Authors: Penguin Huang, Chhavi Yadav, Ruihan Wu, Kamalika Chaudhuri | Published: 2025-06-12
2025.06.12 2025.06.14
Literature Database

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space

Authors: Chuyang Chen, Brendan Dolan-Gavitt, Zhiqiang Lin | Published: 2025-06-12
2025.06.12 2025.06.14
Literature Database

LLMail-Inject: A Dataset from a Realistic Adaptive Prompt Injection Challenge

Authors: Sahar Abdelnabi, Aideen Fay, Ahmed Salem, Egor Zverev, Kai-Chieh Liao, Chi-Huang Liu, Chun-Chih Kuo, Jannis Weigend, Danyael Manlangit, Alex Apostolov, Haris Umair, João Donato, Masayuki Kawakita, Athar Mahboob, Tran Huu Bach, Tsun-Han Chiang, Myeongjin Cho, Hajin Choi, Byeonghyeon Kim, Hyeonjin Lee, Benjamin Pannell, Conor McCauley, Mark Russinovich, Andrew Paverd, Giovanni Cherubin | Published: 2025-06-11
2025.06.11 2025.06.13
Literature Database

Private Aggregation for Byzantine-Resilient Heterogeneous Federated Learning

Authors: Maximilian Egger, Rawad Bitar | Published: 2025-06-11
2025.06.11 2025.06.13
Literature Database

Evasion Attacks Against Bayesian Predictive Models

Authors: Pablo G. Arce, Roi Naveiro, David Ríos Insua | Published: 2025-06-11
2025.06.11 2025.06.13
Literature Database

Learning Obfuscations Of LLM Embedding Sequences: Stained Glass Transform

Authors: Jay Roberts, Kyle Mylonakis, Sidhartha Roy, Kaan Kale | Published: 2025-06-11
2025.06.11 2025.06.13
Literature Database

LLMs Cannot Reliably Judge (Yet?): A Comprehensive Assessment on the Robustness of LLM-as-a-Judge

Authors: Songze Li, Chuokun Xu, Jiaying Wang, Xueluan Gong, Chen Chen, Jirui Zhang, Jun Wang, Kwok-Yan Lam, Shouling Ji | Published: 2025-06-11
2025.06.11 2025.06.13
Literature Database

Adversarial Surrogate Risk Bounds for Binary Classification

Authors: Natalie S. Frank | Published: 2025-06-11
2025.06.11 2025.06.13
Literature Database
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