most citedCoGate-LSTM: Prototype-Guided Feature-Space Gating for Mitigating Gradient Dilution in Imbalanced Toxic Comment Classification

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cs.CR2026

SafeLM: Unified Privacy-Aware Optimization for Trustworthy Federated Large Language Models

Noor Islam S. Mohammad, Uluğ Bayazıt

Large language models (LLMs) are increasingly deployed in high-stakes domains, yet a unified treatment of their overlapping safety challenges remains lacking. We present SafeLM, a…

cs.CR2026

EdgeDetect: Importance-Aware Gradient Compression with Homomorphic Aggregation for Federated Intrusion Detection

Noor Islam S. Mohammad

Federated learning (FL) enables collaborative intrusion detection without raw data exchange, but conventional FL incurs high communication overhead from full-precision gradient tra…