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reproducing the self-ensembling resnet architecture
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ETH-DISCO/self-ensembling
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┓┏ ┓ ┓• ┏┏┓┃╋━━┏┓┏┓┏┏┓┏┳┓┣┓┃┓┏┓┏┓ ˖ ࣪⭑ ┛┗ ┗┛ ┗ ┛┗┛┗ ┛┗┗┗┛┗┗┛┗┗┫ ┏┓┏┓┏┏┓┏┓╋ ┛ ┛ ┗ ┛┛┗┗ ┗ Reproducing and benchmarking the self-ensembling ResNet architecture. Based on: - Fort, S., & Lakshminarayanan, B. (2024). Ensemble everything everywhere: Multi-scale aggregation for adversarial robustness. arXiv preprint arXiv:2408.05446. - Official repository: https://github.com/stanislavfort/ensemble-everything-everywhere - Implementation by Andreas Plesner: https://github.com/aplesner/Ensemble-everything-everywhere-recreating-results File tree: - `/0-custom-impl`: reimplementing architecture from scratch, evaluating hyperparams - `/1-resnet`: evaluating backbone alone - `/2-self-ensemble`: actual self-ensemble implementation, benchmarked against various attacks
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reproducing the self-ensembling resnet architecture