Experimental Validation

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
Edge Computing
Experimental Validation
Federated Learning

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
Prompt Injection
Experimental Validation
Evaluation Method

Imitative Membership Inference Attack

Authors: Yuntao Du, Yuetian Chen, Hanshen Xiao, Bruno Ribeiro, Ninghui Li | Published: 2025-09-08
Experimental Validation
Attack Method
Adversarial Learning

Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling

Authors: Yichuan Cao, Yibo Miao, Xiao-Shan Gao, Yinpeng Dong | Published: 2025-05-27
Model Evaluation
Experimental Validation
Attack Evaluation

Provably effective detection of effective data poisoning attacks

Authors: Jonathan Gallagher, Yasaman Esfandiari, Callen MacPhee, Michael Warren | Published: 2025-01-21
Backdoor Attack
Poisoning
Experimental Validation

GaussMark: A Practical Approach for Structural Watermarking of Language Models

Authors: Adam Block, Ayush Sekhari, Alexander Rakhlin | Published: 2025-01-17
Watermarking
Hypothesis Testing
Experimental Validation

CaFA: Cost-aware, Feasible Attacks With Database Constraints Against Neural Tabular Classifiers

Authors: Matan Ben-Tov, Daniel Deutch, Nave Frost, Mahmood Sharif | Published: 2025-01-17
Data Integrity Constraints
Experimental Validation
Adversarial Example

Learning-based Detection of GPS Spoofing Attack for Quadrotors

Authors: Pengyu Wang, Zhaohua Yang, Jialu Li, Ling Shi | Published: 2025-01-10
Cybersecurity
Experimental Validation
Attack Evaluation

Towards Robust and Accurate Stability Estimation of Local Surrogate Models in Text-based Explainable AI

Authors: Christopher Burger, Charles Walter, Thai Le, Lingwei Chen | Published: 2025-01-03
Experimental Validation

Post-Hoc Robustness Enhancement in Graph Neural Networks with Conditional Random Fields

Authors: Yassine Abbahaddou, Sofiane Ennadir, Johannes F. Lutzeyer, Fragkiskos D. Malliaros, Michalis Vazirgiannis | Published: 2024-11-08
Experimental Validation