Towards LLM Guardrails via Sparse Representation Steering
Authors: Zeqing He, Zhibo Wang, Huiyu Xu, Kui Ren | Published: 2025-03-21
Model Interpretability
A Synergistic Approach In Network Intrusion Detection By Neurosymbolic AI
Authors: Alice Bizzarri, Chung-En Yu, Brian Jalaian, Fabrizio Riguzzi, Nathaniel D. Bastian | Published: 2024-06-03
Explainable Malware Detection with Tailored Logic Explained Networks
Authors: Peter Anthony, Francesco Giannini, Michelangelo Diligenti, Martin Homola, Marco Gori, Stefan Balogh, Jan Mojzis | Published: 2024-05-05
Explainability Guided Adversarial Evasion Attacks on Malware Detectors
Authors: Kshitiz Aryal, Maanak Gupta, Mahmoud Abdelsalam, Moustafa Saleh | Published: 2024-05-02
Why You Should Not Trust Interpretations in Machine Learning: Adversarial Attacks on Partial Dependence Plots
Authors: Xi Xin, Giles Hooker, Fei Huang | Published: 2024-04-29 | Updated: 2024-05-01
MISLEAD: Manipulating Importance of Selected features for Learning Epsilon in Evasion Attack Deception
Authors: Vidit Khazanchi, Pavan Kulkarni, Yuvaraj Govindarajulu, Manojkumar Parmar | Published: 2024-04-24 | Updated: 2024-05-02
Decomposing and Editing Predictions by Modeling Model Computation
Authors: Harshay Shah, Andrew Ilyas, Aleksander Madry | Published: 2024-04-17
Conformal Predictions for Probabilistically Robust Scalable Machine Learning Classification
Authors: Alberto Carlevaro, Teodoro Alamo Cantarero, Fabrizio Dabbene, Maurizio Mongelli | Published: 2024-03-15
An Explainable Transformer-based Model for Phishing Email Detection: A Large Language Model Approach
Authors: Mohammad Amaz Uddin, Iqbal H. Sarker | Published: 2024-02-21
LIPSTICK: Corruptibility-Aware and Explainable Graph Neural Network-based Oracle-Less Attack on Logic Locking
Authors: Yeganeh Aghamohammadi, Amin Rezaei | Published: 2024-02-06