Program

Workshop Program

10:30 am Welcome Message and Opening Remarks (Antonino Rullo)
Session 1 - Autonomous and Multi-agent Systems for Cyber Defense (session chair Antonino Rullo)
10:40 am AutoBnB-RAG: Enhancing Multi-Agent Incident Response with Retrieval-Augmented Generation - Zefang Liu, Arman Anwar
11:05 am Coherence-driven inference for cybersecurity - Steve Huntsman
11:30 am SoK: Measuring What Matters for Closed-Loop Security Agents - Raunak Jain, Mudita Khurana
12:00 am Lunch break
Session 2 - Generative and Analytical AI for Vulnerability Discovery (session chair Zefang Liu)
1:30 pm Deterministic Network Vulnerability Test Generation through Predictable Template Learning: A Systematic Evaluation - Christopher Beddies, Vincenzo Bonaiuto, Bernd Eylert, Stefan Kubica, Bernd Heimer
1:55 pm LLM-HyPZ: Hardware Vulnerability Discovery using an LLM-Assisted Hybrid Platform for Zero-Shot Knowledge Extraction and Refinement (short paper) - Yu-Zheng Lin, Sujan Ghimire, Abhiram Nandimandalam, Jonah Michael Camacho, Veeramani Pugazhenthi, Unnati Tripathi, Rony Macwan, Sicong Shao, Setareh Rafatirad, Rozhin Yasaei, Pratik Satam, Soheil Salehi
2:10 pm SeedAIchemy: LLM-driven Seed Corpus Generation for Fuzzing - Aidan Wen, Norah A. Alzahrani, Jingzhi Jiang, Andrew Joe, Karen Shieh, Andy Zhang, David Wagner, Basel Alomair
2:35 pm Short break
Session 3 - Advanced Malware and Attack Detection through LLMs
2:45 pm Days of Future Past: Towards Robust Detection of Malware Variants via LLM-based Embedding Generation - Giacomo Benedetti, Luca Caviglione, Michał Choraś, Massimo Guarascio, Angelica Liguori, Giuseppe Manco, Antonino Rullo
3:10 pm Enhancing Graph-based Advanced Persistent Threat Detection with LLM Sentence Embedding (short paper) - Shota Sakamaki, Hiroki Kanezashi, Toyotaro Suzumura, Tomohiro Kudoh
3:30 pm SBAN: A Multi-Dimensional Dataset for Pre-Training LLMs and Software Code Mining - Hamed Jelodar, Mohammad Meymani, Samita Bai, Roozbeh Razavi-Far
4:00 pm Coffee break
Session 4 - LLM-Augmented Intelligence, Formal Reasoning, and Secure Communication (session chair Steve Huntsman)
4:30 pm Autoformalization of Cryptographic Protocols - Lauren Brandt, Joshua Guttman, Andres Molina-Markham
4:55 pm Benchmarking LLMs for Threat Level Determination - Han Wang, Murathan Kurfalı, Alfonso Iacovazzi
5:20 pm MISPerer: Democratizing Threat Intelligence using Large Language Models (short paper) - Philippe Zotz, Beltran Fiz
5:35 pm Closing remarks (Antonino Rullo)