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#271Computer Science & AIFront Page17 November 2025

Nature-Inspired Algorithms Join the Fight Against Cyberattacks

Researchers have developed a novel cybersecurity framework that combines Federated Learning with bio-inspired algorithms to thwart Distributed Denial of Service (DDoS) attacks. By mimicking the behaviour of bacteria and frilled lizards to optimise deep learning models, the system achieves high detection accuracy while preserving data privacy.

By Maghrabi, Ragab, Alghamdi, Alorfi, Hamed, Alharbi, Al-Ghamdi

#272Environmental ScienceFront Page7 January 2026

Advanced Groundwater Level Prediction: The PCGA Hybrid Model

Researchers have developed PCGA, a hybrid AI model combining optimization algorithms with deep learning to forecast water tables in Iran. This composite system significantly outperforms existing benchmarks by reducing error rates and accurately mapping long-term hydrological trends.

By Banadkooki, Ghanbari-Adivi, Sayyahi, Ehteram

#273Environmental ScienceFront Page10 November 2025

New Database Maps Heat Tolerance of Critical Marine Plants to Predict Ocean Warming Impacts

Marine foundation species like seagrasses and seaweeds are vital but threatened by rising ocean temperatures. Researchers compiled a comprehensive database of their upper thermal limits, revealing critical ranges and data gaps crucial for predicting vulnerability and guiding future conservation efforts.

By Smith, King, Aubin, Leathers, Smale

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