docs: sync DIFFENCE Zenodo snapshot#252
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Code Review
This pull request updates the repository's research and tracking documentation to reflect the completion of the DIFFENCE Zenodo snapshot sync. Changes include detailed metadata for the Zenodo record and updated status entries across several files. A review comment identifies an inconsistency where top-level status sections in the intake and implementation workspaces still reference a previous triage gate instead of the current Zenodo sync, which should be corrected for accuracy.
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| - Active work: `GitHub lightweight diffusion MIA triage completed after DEB, CPSample, DSiRe / LoRA-WiSE, hyperparameter-free SecMI, DME, FreMIA, and CopyMark gates. Status: latest verdict note, workspace-evidence index, Research ROADMAP, AGENTS, intake/implementation workspace notes, and root ROADMAP are synchronized to the GitHub lightweight triage gate. The triage checked acha1934, KarinMalka1, abramwit, and josephho9 direct diffusion-MIA search hits and found lightweight/course-style reproductions only: no public target checkpoint hashes, immutable target-bound member/nonmember manifests, row-bound response packets, score rows, ROC arrays, metric JSON, trained attack weights, or verifier. DEB remains a paper-source-only grey-box medical diffusion mechanism watch. CPSample remains defense watch-plus only, and DSiRe / LoRA-WiSE remains a future weight-only dataset-size recovery lane candidate, not per-sample MIA. No MedMNIST/CIFAR/TinyImageNet/CelebA/LSUN/Stable Diffusion/LoRA-WiSE/model/checkpoint/generated-image/notebook/Google Drive payload download, script execution, DEB implementation-from-paper, CPU sidecar, GPU work, Platform/Runtime row, schema change, or product copy is released. active_gpu_question = none; next_gpu_candidate = none; CPU sidecar = none selected after GitHub lightweight diffusion MIA triage.` | ||
| - Active work: `DIFFENCE Zenodo snapshot sync completed after GitHub lightweight diffusion MIA triage, DEB, CPSample, DSiRe / LoRA-WiSE, hyperparameter-free SecMI, DME, FreMIA, and CopyMark gates. Status: latest verdict note, workspace-evidence index, Research ROADMAP, AGENTS, intake/implementation workspace notes, and root ROADMAP are synchronized to the DIFFENCE Zenodo snapshot sync. Zenodo 10.5281/zenodo.13706131 publishes an immutable Diffence-master.zip code snapshot with matching MD5, 604 entries, code/config/split-index files, but still no classifier/diffusion checkpoints, defended/undefended logits, score rows, ROC arrays, metric JSON, or verifier. GitHub lightweight triage remains false-positive evidence only, and DEB remains paper-source-only grey-box mechanism watch. No MedMNIST/CIFAR/TinyImageNet/CelebA/LSUN/SVHN/Stable Diffusion/LoRA-WiSE/model/checkpoint/generated-image/notebook/Google Drive payload download, script execution, DEB implementation-from-paper, CPU sidecar, GPU work, Platform/Runtime row, schema change, or product copy is released. active_gpu_question = none; next_gpu_candidate = none; CPU sidecar = none selected after DIFFENCE Zenodo snapshot sync.` |
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The claim that intake/implementation workspace notes are synchronized is inaccurate. While the DIFFENCE entries within the tables of workspaces/intake/README.md and workspaces/implementation/challenger-queue.md have been updated, the top-level Current Status and Current State sections in those files (e.g., line 7 in workspaces/intake/README.md and line 12 in workspaces/implementation/challenger-queue.md) still refer to the previous GitHub lightweight diffusion MIA triage gate. These sections should be updated to reflect the DIFFENCE Zenodo snapshot sync as the latest active work to maintain consistency across the repository.
Summary
Checks