federated learning IoT Dataset Records

Zenodo

Cybersecurity Mar 20, 2026

Gotham Dataset 2025 - Large-Scale IoT Network Intrusion Detection

Reproducible large-scale IoT network dataset from 78 emulated devices using MQTT, CoAP, and RTSP protocols. Includes benign and malicious traffic with DoS, brute force, scanning, and C&C attacks in PCAP and CSV formats.

#IoT security #intrusion detection #smart city #MQTT +5 more

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Kaggle

Cybersecurity Feb 05, 2026

Gotham Dataset 2025: Large-Scale Federated IoT IDS Benchmark

The Gotham Dataset is a large-scale, reproducible benchmark for evaluating decentralized Intrusion Detection Systems (IDS) and Federated Learning in virtualized smart cities. It captures interface-level network traffic from 78 heterogeneous IoT devices, including complex attack vectors like Mirai botnets, Merlin C2 traffic, and CoAP amplification, preserving the non-IID nature of edge data for realistic AI security training.

#cybersecurity #ids #federated learning #smart city +7 more

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Scientific Reports (Nature Publishing Group)

IoT Network Security / Federated Learning Feb 03, 2026

Dataset-Centric Evaluation of Federated Intrusion Detection Models in IoT Networks

A federated learning evaluation across several contemporary IoT and IIoT intrusion detection datasets, benchmarking algorithms such as FedAvg, FedProx, and FedNova with LSTM and Transformer models in in-domain, cross-dataset, and multi-dataset federation scenarios.

#federated learning #intrusion detection #IoT security #dataset evaluation +7 more

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Research Paper

Cybersecurity Jan 24, 2026

Federated IoT Intrusion Detection Dataset - Privacy-Preserving Security

Dataset for evaluating federated learning approaches to IoT intrusion detection published in Nature Scientific Reports January 2026. Features distributed network traffic from multiple IoT deployments with privacy constraints and decentralized learning evaluation metrics.

#federated learning #IoT security #intrusion detection #privacy-preserving +6 more

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University

Industrial IoT Jan 22, 2026

Edge-IIoTset - Comprehensive Cyber Security Dataset for IoT and IIoT

Realistic cybersecurity dataset with 14 attack types from 10+ IoT/IIoT device types including sensors, actuators, and industrial controllers. Supports centralized and federated learning with 61 optimized features.

#IIoT #cybersecurity #intrusion detection #federated learning +6 more

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