Repository navigation

Trustworthiness and SDFL - #62

Merged

enriquetomasmb merged 67 commits into

CyberDataLab:mainfrom

juanjetm:main

Jun 12, 2026

Commits on Mar 4, 2026
- DFL trustworthiness and numerical datasets
  juanjetm
  committed
  8d0c3cb
Commits on Mar 6, 2026
- Minor changes in trustworthiness
  juanjetm
  committed
  87dd13a
Commits on Mar 11, 2026
- KDDCUP99 dataset added and errors fixed
  juanjetm
  committed
  2bcad93
Commits on Mar 12, 2026
- Trustworthiness message system implemented
  juanjetm
  committed
  d51f50b
- Minor changes in trustworthiness CFL
  juanjetm
  committed
  77302f5
- CFL trustworthiness emissions and dataresults done
  juanjetm
  committed
  39a6bfb
Commits on Mar 13, 2026
- All CFL files updated
  juanjetm
  committed
  0ffa58e
Commits on Mar 16, 2026
- CFL totally adapted
  juanjetm
  committed
  ed01c8f
Commits on Mar 17, 2026
- Desynchronization error in CFL, accuracy/loss error and reports fixed
  juanjetm
  committed
  7c6941e
Commits on Mar 18, 2026
- Expected nodes fixed
  juanjetm
  committed
  1f4a1e4
Commits on Mar 25, 2026
- DFL global trust score implemented with reputation
  juanjetm
  committed
  6c34549
- DFL and SDFL global trust scores added to Real-Time metrics
  juanjetm
  committed
  fb7dccb
Commits on Mar 27, 2026
- SDFL Trust malicious nodes fixed, frontend weights limit implemented and factsheet background fixed
  juanjetm
  committed
  91523c9
- Names changed DFL trust
  juanjetm
  committed
  262f7f8
- Flooding and Delayer attacks fixed and minor changes
  juanjetm
  committed
  f0f8129
- Trust logs updated
  juanjetm
  committed
  49219b1
Commits on Apr 8, 2026
- Minor changes and new fairness and explainability metrics implemented
  juanjetm
  committed
  f6deb02
- All models updated, trustworthiness now accepts all models and datasets, minor erros fixed, SHAP being fixed
  juanjetm
  committed
  66d39e9
Commits on Apr 10, 2026
- Privacy metrics implemented: MIA AUC and Epsilon Star, all new metrics added to eval_metrics and trustworthiness calculation, new notion added: outcome_fairness, other minor changes
  juanjetm
  committed
  ea49fc7
Commits on Apr 14, 2026
- Some metrics changed and fixed, and macro F1, Reputation Enabled and Average Reputation added, other minor changes
  juanjetm
  committed
  d2d7022
Commits on Apr 15, 2026
- Dropout rate, timeout rate and topology type implemented, client selector and selection variation fixed, other minor errors fixed
  juanjetm
  committed
  ee84a74
- Accountability updated: Factsheet Completeness
  juanjetm
  committed
  700383e
Commits on Apr 17, 2026
- Aggregation algorithms updates, SDFL fixed
  juanjetm
  committed
  67d45ef
- New notions added: Federation Management and Monitoring, frontend updated, new metric: Logs Available
  juanjetm
  committed
  a397a8a
Commits on Apr 20, 2026
- Notions: Dynamic weights fixed
  juanjetm
  committed
  c073174
- Underffiting now uses validation, frontend fixed
  juanjetm
  committed
  cb2dc94
Commits on Apr 24, 2026
- Differential Privacy V1 implemented
  juanjetm
  committed
  b5da1f5
- Differential Privacy V2, LightningDP implemented, frontend implemented
  juanjetm
  committed
  e813458
- DP and epsilon added to trustworthiness
  juanjetm
  committed
  8ac17cd
Commits on Apr 27, 2026
- DP Trustworthiness CFL finished, global privacy risk fixed, frontend updated: Noise Multiplier
  juanjetm
  committed
  b7b23c2
- CFL acc and loss fixed, DP changed
  juanjetm
  committed
  134e6e2
Commits on Apr 28, 2026
- DP finished, Lightning fit
  juanjetm
  committed
  13189ae
- Aggregation error fixed, trustworthiness refactorization (factsheet/CFL), trustworthiness agnostic to model and dataset
  juanjetm
  committed
  62f5fda
Commits on Apr 29, 2026
- Trustworthiness refactorization (factsheet/DFL), agnostic to model and dataset
  juanjetm
  committed
  28ccb01
- Trustworthiness refactor
  juanjetm
  committed
  e204eaa
Commits on Apr 30, 2026
- DP error fixed DFL, calculation refactoring, maxgradnorm added to frontend, DP error fixed CFL (always True)
  juanjetm
  committed
  cc30ffb
Commits on May 4, 2026
- Factsheet refactoring, CFL reputation metrics added, CFL reputation updated and fixed
  juanjetm
  committed
  32651fb
Commits on May 5, 2026
- SDFL Fixed: Forwarding trainer and aggregator, aggregation fixed, new message, leadership/ACK fixed
  juanjetm
  committed
  5653780
Commits on May 6, 2026
- SDFL timeouts fixed, nodes accept global update after learning cycle, leadership ACK updated and fixed, last round: leadership not transfered
  juanjetm
  committed
  0126191
- Trustworthiness refactor: factsheets
  juanjetm
  committed
  eef6fef
Commits on May 11, 2026
- Reputation implemented for SDFL. Leadership updated.
  juanjetm
  committed
  fee6990
Commits on May 14, 2026
- Mitigation: Feature Squeezing for images
  juanjetm
  committed
  d0c1f8d
Commits on May 15, 2026
- Leadership updated: Leadership counter
  juanjetm
  committed
  ca88c85
- Metrics name changed
  juanjetm
  committed
  45b71f3
Commits on May 19, 2026
- Adversarial Training implemented for images, trustworthiness: FGSM fixed for images, frontend updated (differential privacy, feature squeezing, adversarial training)
  juanjetm
  committed
  328977f
Commits on May 20, 2026
- Models updated: Data type, tabular datasets fixed and continous/binary division, tabular attack configuration updated: Sample poisoning not available
  juanjetm
  committed
  130ff34
Commits on May 21, 2026
- Trustworthiness: Tabular and images factsheet division, accuracy/stability error fixed, sample poisoning error fixed, Trusworthiness: CNN error fixed for explainability, adversarial training log sy…
  juanjetm
  committed
  f3a4270
- Eval_metrics updated and fixed. Weights updated
  juanjetm
  committed
  d2bd553
Commits on May 25, 2026
- Adversarial training for tabular data (Adult Census), frontend updated, trustworthiness updated and fixed, eval_metrics changed, trustworthiness divided in tabular and images
  juanjetm
  committed
  08409dc
- Adversarial training implemented for CancerBreast, KDDCUP99 and Covtype, frontend updated: Adversarial trianing dataset limitation
  juanjetm
  committed
  3e1fd2b
Commits on May 26, 2026
- KDDCUP fixed, adversarial training working for KDD
  juanjetm
  committed
  98f0195
Commits on May 27, 2026
- Global privacy risk fixed. Important SDFL refactoring.
  juanjetm
  committed
  2153bcd
Commits on May 28, 2026
- Adversarial training updated for tabular data: CAA V1 implemented
  juanjetm
  committed
  c0f5212
Commits on May 29, 2026
- Refactor: Feature Squeezing, factsheets, graphics and trustworthiness
  juanjetm
  committed
  ed8e608
- Refactoring calculation and utils
  juanjetm
  committed
  7516058
Commits on Jun 1, 2026
- Refactoring scoring, trust_reports, scenario_metrics, factsheet_values, and many functionality commented, other changes
  juanjetm
  committed
  23fec35
Commits on Jun 3, 2026
- Refactoring and metrics fixed: Privacy and explainability
  juanjetm
  committed
  309e5f0
- Quality_model and fairness refactored, train accuracy and macro f1 score are obtained from training
  juanjetm
  committed
  e91ffb0
Commits on Jun 4, 2026
- Adversarial Training CAPGD V1
  juanjetm
  committed
  bc7ef3a
Commits on Jun 5, 2026
- Adversarial Training: Frontend updated and tabular finished, target loss and max loss implemented
  juanjetm
  committed
  3d232b8
- CAPGD name changed to constrained PGD. Adult Cencus and Breast Cancer finished. Other minor changes.
  juanjetm
  committed
  800b593
Commits on Jun 8, 2026
- Adversarial training for tabular data updated: Margin window implemented. Covtype and KDDCUP99 updated and fixed for adversarial training
  juanjetm
  committed
  c774e9d
Commits on Jun 10, 2026
- Robustness metrics revised and fixed, trustworthiness metrics revised, models updated: Data type, factsheets updated, tabular robustness metrics deleted
  juanjetm
  committed
  48c1242
Commits on Jun 11, 2026
- Citations
  juanjetm
  committed
  8e0a7a1
- DP error fixed
  juanjetm
  committed
  51e6bc3
Commits on Jun 12, 2026
- Merge remote-tracking branch 'upstream/main'
  juanjetm
  committed
  f70844f
- Refactor code for improved readability and consistency
  enriquetomasmb
  committed
  ce3f596

Commits

Commits on Mar 4, 2026

Commits on Mar 6, 2026

Commits on Mar 11, 2026

Commits on Mar 12, 2026

Commits on Mar 13, 2026

Commits on Mar 16, 2026

Commits on Mar 17, 2026

Commits on Mar 18, 2026

Commits on Mar 25, 2026

Commits on Mar 27, 2026

Commits on Apr 8, 2026

Commits on Apr 10, 2026

Commits on Apr 14, 2026

Commits on Apr 15, 2026

Commits on Apr 17, 2026

Commits on Apr 20, 2026

Commits on Apr 24, 2026

Commits on Apr 27, 2026

Commits on Apr 28, 2026

Commits on Apr 29, 2026

Commits on Apr 30, 2026

Commits on May 4, 2026

Commits on May 5, 2026

Commits on May 6, 2026

Commits on May 11, 2026

Commits on May 14, 2026

Commits on May 15, 2026

Commits on May 19, 2026

Commits on May 20, 2026

Commits on May 21, 2026

Commits on May 25, 2026

Commits on May 26, 2026

Commits on May 27, 2026

Commits on May 28, 2026

Commits on May 29, 2026

Commits on Jun 1, 2026

Commits on Jun 3, 2026

Commits on Jun 4, 2026

Commits on Jun 5, 2026

Commits on Jun 8, 2026

Commits on Jun 10, 2026

Commits on Jun 11, 2026

Commits on Jun 12, 2026