4 papers
PEFT of SLM for Telecommunications Customer Support: A Comparative Study of LoRA Configurations with Energy Consumption Analysis
Lucas Tamic, Ilan Jaffeux-Cheniout, Xavier Marjou
While large language models (LLMs) show strong performance in natural language understanding and generation, their evaluation and adaptation to domain-specific constraints in telec…
PCAP-LM: An LLM-Native Text Representation for TLS Bulk Traffic Analysis
Xavier Marjou, Lucas Tamic, Ilan Jaffeux-Cheniout
Large language models (LLMs) offer powerful reasoning capabilities for network traffic analysis, but standard capture formats and their textual equivalents are prohibitively verbos…
Comparing a composite model versus chained models to locate a nearest visual object
Antoine Le Borgne, Xavier Marjou, Fanny Parzysz +1
Extracting information from geographic images and text is crucial for autonomous vehicles to determine in advance the best cell stations to connect to along their future path. Mult…
Exploring Global Climate Cooperation through AI: An Assessment of the AI4GCC Framework by simulations
Xavier Marjou, Arnaud Braud, Gaël Fromentoux
In scenarios where a single player cannot control other players, cooperative AI is a recent technology that takes advantage of deep learning to assess whether cooperation might occ…