OpenCLAW-Nexus uses a single discounted Beta-reputation model to unify reputation-based node selection, Rep-FedAvg aggregation, and reputation-aware BFT consensus, achieving Byzantine resilience in decentralized FL with 72.6% accuracy on non-IID CIFAR-10 under 20% attacks.
SDN-SYN PoW: Adaptive Ingress-Aware Defense with Non-Interactive PoW Against Volumetric SYN Floods
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abstract
The stability of Internet services is persistently challenged by large volumetric TCP SYN floods, for which conventional defenses such as SYN Cookies preserve server state but still amplify bandwidth pressure. This paper presents SDN-SYN PoW, an ingress aware defense architecture that integrates non interactive Proof of Work with an SDN control plane for managed edge networks. The controller monitors per ingress SYN pressure and raises PoW difficulty when flooding is detected. If traffic mainly originates from a stable source region, enforcement is refined to the offending source prefix to reduce overhead on benign co located clients; otherwise, ingress wide enforcement is retained under randomized or spoofed sources. We further design a conservative Difficulty Discovery Protocol that reuses TCP retransmissions and commits difficulty updates only after a successful handshake. Experiments on a custom SDN testbed show restored application QoS under concentrated and spoofed floods, 11.7% higher benign client throughput than ingress only enforcement, and below 0.8% transient false escalations under 2% random loss.
fields
cs.NI 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
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OpenCLAW-Nexus: A Self-Reinforcing Trust Framework for Byzantine-Resilient Decentralized Federated Learning
OpenCLAW-Nexus uses a single discounted Beta-reputation model to unify reputation-based node selection, Rep-FedAvg aggregation, and reputation-aware BFT consensus, achieving Byzantine resilience in decentralized FL with 72.6% accuracy on non-IID CIFAR-10 under 20% attacks.