More Haste, Less Speed: Weaker Single-Layer Watermark Improves Distortion-Free Watermark Ensembles
Authors: Ruibo Chen, Yihan Wu, Xuehao Cui, Jingqi Zhang, Heng Huang | Published: 2026-02-12
LoRA-based Parameter-Efficient LLMs for Continuous Learning in Edge-based Malware Detection
Authors: Christian Rondanini, Barbara Carminati, Elena Ferrari, Niccolò Lardo, Ashish Kundu | Published: 2026-02-12
Stop Tracking Me! Proactive Defense Against Attribute Inference Attack in LLMs
Authors: Dong Yan, Jian Liang, Ran He, Tieniu Tan | Published: 2026-02-12
Differentially Private and Communication Efficient Large Language Model Split Inference via Stochastic Quantization and Soft Prompt
Authors: Yujie Gu, Richeng Jin, Xiaoyu Ji, Yier Jin, Wenyuan Xu | Published: 2026-02-12
Jailbreaking Leaves a Trace: Understanding and Detecting Jailbreak Attacks from Internal Representations of Large Language Models
Authors: Sri Durga Sai Sowmya Kadali, Evangelos E. Papalexakis | Published: 2026-02-12
Cachemir: Fully Homomorphic Encrypted Inference of Generative Large Language Model with KV Cache
Authors: Ye Yu, Yifan Zhou, Yi Chen, Pedro Soto, Wenjie Xiong, Meng Li | Published: 2026-02-12
Towards Explainable Federated Learning: Understanding the Impact of Differential Privacy
Authors: Júlio Oliveira, Rodrigo Ferreira, André Riker, Glaucio H. S. Carvalho, Eirini Eleni Tsilopoulou | Published: 2026-02-10
CAPID: Context-Aware PII Detection for Question-Answering Systems
Authors: Mariia Ponomarenko, Sepideh Abedini, Masoumeh Shafieinejad, D. B. Emerson, Shubhankar Mohapatra, Xi He | Published: 2026-02-10
Focus Session: LLM4PQC — An Agentic Framework for Accurate and Efficient Synthesis of PQC Cores
Authors: Buddhi Perera, Zeng Wang, Weihua Xiao, Mohammed Nabeel, Ozgur Sinanoglu, Johann Knechtel, Ramesh Karri | Published: 2026-02-10
QRS: A Rule-Synthesizing Neuro-Symbolic Triad for Autonomous Vulnerability Discovery
Authors: George Tsigkourakos, Constantinos Patsakis | Published: 2026-02-10