julilien / LabelRelaxation Star 14 Code Issues Pull requests Supplementary material and code for "From Label Smoothing to Label Relaxation" as published at AAAI 2021. machine-learning deep-learning calibration regularization aaai weakly-supervised-learning label-smoothing aaai2021 label-relaxation Updated May 10, 2023 Python
julilien / CSSL Star 7 Code Issues Pull requests Code for "Credal Self-Supervised Learning" as published at NeurIPS 2021. machine-learning semi-supervised-learning weakly-supervised-learning self-supervised-learning neurips fixmatch deepl-learning consistency-regularization neurips-2021 label-relaxation credal-sets Updated Nov 19, 2021 Python
julilien / MitigatingLabelNoiseDataAmbiguation Star 4 Code Issues Pull requests Supplementary material and code for "Mitigating Label Noise through Data Ambiguation" as published at AAAI 2024. machine-learning deep-learning aaai weakly-supervised-learning robustness label-noise label-relaxation aaai2024 data-ambiguation Updated Apr 27, 2024 Python
julilien / C2S2L Star 3 Code Issues Pull requests Supplementary material and code for "Conformal Credal Self-Supervised Learning" as published at COPA 2023. machine-learning deep-learning semi-supervised-learning weakly-supervised-learning conformal-prediction self-supervised-learning copa fixmatch consistency-regularization label-relaxation copa-2023 Updated Jan 12, 2024 Python