Ocean uses HyperLogLog estimators to skip the costly symbolic phase of GPU SpGEMM, pairs it with dynamic workflow choice and a shared-plus-global hash accumulator, and reports 1.4-2.8x speedups over prior GPU implementations.
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2026 2verdicts
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RAG-LLM framework detects Carpet-Bombing DDoS in SDN via traffic embeddings and contextual inference, achieving high accuracy with Gemma-4-31B-IT model in experiments.
citing papers explorer
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Ocean: Fast Estimation-Based Sparse General Matrix-Matrix Multiplication on GPU
Ocean uses HyperLogLog estimators to skip the costly symbolic phase of GPU SpGEMM, pairs it with dynamic workflow choice and a shared-plus-global hash accumulator, and reports 1.4-2.8x speedups over prior GPU implementations.
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Intelligent Detection and Mitigation of Carpet-Bombing DDoS Attacks in SDN Using Retrieval-Augmented Generation and Large Language Models
RAG-LLM framework detects Carpet-Bombing DDoS in SDN via traffic embeddings and contextual inference, achieving high accuracy with Gemma-4-31B-IT model in experiments.