Publications

Paper submitted to the IFIP International Conference on ICT Systems Security and Privacy Protection (IFIP SEC 2026). Introduces a cross-modal geometric regularization technique to enhance anomaly detection in multivariate cybersecurity data — network logs, system metrics, and correlated sensor streams. Cross-modal learning builds consistent representations across different feature groups, while geometric regularization constrains the latent space to preserve distance and angular properties, enabling more reliable detection of subtle attack patterns. Currently under review; no preprint available.

OwlyScan by SitinCloud was represented at Milipol Paris 2025 under the GICAT collective pavilion (Hall 5A), alongside over twenty French manufacturers, SMEs, and start-ups specialising in cybersecurity, AI, optronics, and defense technologies. Milipol Paris is the world's leading homeland security and safety trade show.

Published in the proceedings of the 2025 IEEE 37th International Conference on Tools with Artificial Intelligence (ICTAI), Athens, Greece (pp. 607–613, DOI: 10.1109/ICTAI66417.2025.00088). The paper compares channel-aware embedding strategies within Transformer architectures — encoder-decoder, decoder-only, and GPT-2-style variants — for multivariate time-series forecasting. Channel-aware embeddings explicitly model cross-variable dependencies rather than treating channels independently. A carefully designed embedding strategy enables models of approximately 2.2 M parameters to outperform baselines exceeding 127 M parameters, achieving up to 50% reduction in MSE on long-horizon forecasts. Results validated on standard benchmarks (ETTh, ETTm, Electricity, Weather).

SitinCloud's director Damien Lescos presented the OwlyScan search engine, "the Google of the darknet". It allows users to simply type their company name, an address, a SIREN number, or a domain name to locate files accessible on the darknet (filtered to exclude illegal content such as porn, drugs, etc.). The goal is to protect against the actions of potential hackers.

Official announcement of SitinCloud joining GICAT, the French association of defense and security industries, marking a significant milestone in the company's recognition within the cybersecurity and defense sectors.

Feature article quoting CEO Damien Lescos on artificial intelligence's role in cybersecurity, highlighting that many enterprises still lack sufficient cybersecurity maturity despite the growing importance of AI-powered security solutions.

Comprehensive profile of SitinCloud's vulnerability detection services for enterprise applications and cybercrime risk assessment capabilities, showcasing the company's proactive approach to cybersecurity.

In-depth report on SitinCloud's software capability for detecting system anomalies and malicious intrusions before ransomware attacks occur, demonstrating the preventive power of early detection systems.

Regional focus highlighting SitinCloud's emerging role in the cybersecurity market from the Basque region, emphasizing the company's innovative approach to protecting businesses against cyber threats.

Parliamentary report where founder Damien Lescos was interviewed on cyber defense coordination, contributing expert insights to national discussions on strengthening France's cyber defense capabilities.