Trustworthiness and SDFL#62
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…and factsheet background fixed
…ts, minor erros fixed, SHAP being fixed
…s added to eval_metrics and trustworthiness calculation, new notion added: outcome_fairness, other minor changes
…Average Reputation added, other minor changes
…ctor and selection variation fixed, other minor errors fixed
…ated, new metric: Logs Available
…updated: Noise Multiplier
…xed for images, frontend updated (differential privacy, feature squeezing, adversarial training)
…y division, tabular attack configuration updated: Sample poisoning not available
…ility error fixed, sample poisoning error fixed, Trusworthiness: CNN error fixed for explainability, adversarial training log system
…d, trustworthiness updated and fixed, eval_metrics changed, trustworthiness divided in tabular and images
…pe, frontend updated: Adversarial trianing dataset limitation
…s, and many functionality commented, other changes
…ore are obtained from training
…oss and max loss implemented
… finished. Other minor changes.
…ted. Covtype and KDDCUP99 updated and fixed for adversarial training
…, models updated: Data type, factsheets updated, tabular robustness metrics deleted
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Pull Request
Summary
Trustworthiness system implemented and updated. SDFL updated and fixed. Reputation added for CFL and SDFL. Mitigations implemented: Adversarial training, feature squeezing and differential privacy. Tabular datasets introduced. Minor errors fixed and other minor changes.
Checklist
Related Issues
Signed-off-by
Signed-off-by: Juan Jesús Torralba Mateos (juanjesus.torralbam@um.es)
Date: 2026-06-12