Program

C4AI4C will be a full-day workshop, comprised of two keynote speeches, presentation of 11 technical papers, and networking events. Below is a list of accepted papers and a draft of the final program.

Accepted Full-length Technical Papers

Title: Investigating the Impact of Speech Enhancement on Audio Deepfake Detection in Noisy Environments (#571)            
Authors: Angela Anacin, Shruti Kshirsagar, Anderson Avila

Title: From Neural Endophenotypes to Secure Human–Machine Interaction: Identifying Empathy-Related Vulnerabilities from Resting-State qEEG using Deep Learning (#595)      
Authors: Sioui Maldonado-Bouchard, Amir Saki, usef faghihi, Mathieu Brideau-Duquette, Patrice Renaud  

Title: A new early stopping proposal for efficient generative model inversion attacks (#602)
Authors: Fernando Moreno Jiménez, Antonio J. Rivera Rivas, Maria Jose Del Jesus, Dr. Pérez-Godoy                

Title: PREFENSE: A Capability-Aware Benchmark for Evaluating Contextual-Grounded Prompting in LLM-Based Security Investigation (#623)  
Authors: Vaishali Vinay, Arth Bhardwaj 

Title: Partial Audio Deepfake Detection: Are We Really Detecting Synthetic Media or Just Dataset Content Biases?  (#626)              
Authors: Arthur Pimentel, Yi Zhu, Tiago H. Falk    

Title: EM-Auth: A Generalizable Eye-Movement Authentication Framework using Event Cameras (#686)      
Authors: Ba Luan Dang, Vu Truong, Long Bao Le, Tiago H. Falk 

Title: Towards Efficient Intrusion Detection: Feature Selection in Multiclass CNNs with Numerical Inputs (#693)   
Authors: Inaê S. de Figueiredo, Leandro Aparecido Passos, Douglas Rodrigues, Danilo Jodas, Fabricio Amoroso, Anderson Avila, Joao Paulo Papa, Kelton A. Pontara da Costa           

Title: Gender Fairness in Audio Deepfake Detection: Performance and Disparity Analysis (#696)
Authors: Aishwarya Ravindra Fursule*, Shruti Kshirsagar, Anderson Avila 

Title: Lightweight LLM Adaptation for Intrusion Detection via Token-Efficient Flow Representation (#698) 
Authors: Hajar Moudoud, Akram Akram Laamari, Zakaria Abou El Houda   

Title: Comparative Analysis of Machine Learning, LLMs, and RAG for Fake News Detection (#699)
Authors: Yassin Sadfi, Anderson Avila, Alan Davoust, Hazem Amamou 

Title: Agentic AI as a Cybersecurity Attack Surface: Threats, Exploits, and Defenses in Runtime Supply Chains (#701)      
Authors: Xiaochong Jiang, Shiqi Yang, Wenting Yang, Yichen Liu, Cheng Ji