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| 1 | +# Feature-Packet 通道消费者裁决 |
| 2 | + |
| 3 | +> Date: 2026-05-25 |
| 4 | +> Status: consumer verdict / feature-packet channel deferred / no Platform or Runtime schema / no admitted row / no download / no GPU release |
| 5 | +
|
| 6 | +## 问题 |
| 7 | + |
| 8 | +是否应该因为 Tracing the Roots 的正面 feature-packet replay,立刻为 |
| 9 | +Platform/Runtime 开通一个灰盒 `feature-packet` 消费通道? |
| 10 | + |
| 11 | +本轮只做消费者边界裁决,不运行模型、不下载数据、不新增 CLI、validator 或 bundle |
| 12 | +schema。目标是判断一个产品/Runtime 通道是否现在值得开,而不是重复证明 |
| 13 | +Tracing the Roots 分数为正。 |
| 14 | + |
| 15 | +## 现有正面证据 |
| 16 | + |
| 17 | +Tracing the Roots 仍是有效的 Research 侧正面证据: |
| 18 | + |
| 19 | +| 指标 | 值 | |
| 20 | +| --- | ---: | |
| 21 | +| Eval AUC | `0.815826` | |
| 22 | +| Eval accuracy | `0.737500` | |
| 23 | +| TPR@1%FPR | `0.134000` | |
| 24 | +| TPR@0.1%FPR | `0.038000` | |
| 25 | + |
| 26 | +这个结果说明公开的扩散轨迹 feature tensor 携带非平凡成员信号。它不说明 |
| 27 | +DiffAudit 已经拥有 raw checkpoint、raw member/nonmember image IDs、可再生特征脚本 |
| 28 | +或图像 query-response 证据。 |
| 29 | + |
| 30 | +## 2026-05-25 窄范围公开面复查 |
| 31 | + |
| 32 | +复查只查能改变消费者决策的事实:是否已经出现第二个公开 feature-packet, |
| 33 | +或是否出现 raw provenance / regeneration assets。 |
| 34 | + |
| 35 | +| Surface | Query | Result | |
| 36 | +| --- | --- | --- | |
| 37 | +| GitHub repos | `diffusion membership feature tensor` | `[]` | |
| 38 | +| GitHub repos | `diffusion trajectory membership` | `[]` | |
| 39 | +| GitHub repos | `membership inference diffusion features` | `[]` | |
| 40 | +| GitHub code | `member.pt external.pt diffusion` | `[]` | |
| 41 | +| Hugging Face datasets API | `diffusion membership feature`; `diffusion trajectory membership`; `membership inference diffusion feature packet` | no dataset entries returned | |
| 42 | +| Hugging Face models API | same three queries | no model entries returned | |
| 43 | +| arXiv exact query | `all:"diffusion trajectory" AND all:"membership inference"` | only Tracing the Roots / `2411.07449v3` | |
| 44 | +| arXiv broader trajectory query | `all:"diffusion" AND all:"membership inference" AND all:"trajectory"` | returns already-covered or non-feature-packet lines such as SimA, trajectory-generation privacy, PIA, withdrawn DLM, Tracing the Roots, and RareGraph-Synth | |
| 45 | + |
| 46 | +The live check found no second public image/latent-image diffusion membership |
| 47 | +feature-packet suitable for a Platform/Runtime consumer lane. |
| 48 | + |
| 49 | +## 裁决 |
| 50 | + |
| 51 | +不在 2026-05-25 开通 Platform/Runtime `feature-packet` 通道。 |
| 52 | + |
| 53 | +原因不是 Tracing the Roots 信号弱,而是消费者证据面太窄: |
| 54 | + |
| 55 | +- 只有一个正面 feature-packet singleton,无法证明 schema 可复用。 |
| 56 | +- 公共包不包含 raw target checkpoint identity、raw sample IDs 或 feature regeneration contract。 |
| 57 | +- 权限假设是灰盒/白盒内部特征,不是当前产品五行 bundle 的黑盒/白盒既有消费语义。 |
| 58 | +- 产品 copy 容易被误写成逐图像成员身份判断,但当前证据只支持 feature-level 信号。 |
| 59 | +- 为单例新增 schema、bundle、validator、tests 和 UI/Runtime 交接是低收益工程化。 |
| 60 | + |
| 61 | +当前状态: |
| 62 | + |
| 63 | +- Tracing the Roots 保留为 `positive-provenance-limited` Research 证据。 |
| 64 | +- `docs/product-bridge/feature-packet-lane.md` 只保留为 deferred candidate design note。 |
| 65 | +- `admitted-evidence-bundle.json` 仍只有五行:`recon`、`PIA baseline`、 |
| 66 | + `PIA defended`、`GSA`、`DPDM W-1`。 |
| 67 | +- 不改变 Platform schema、Runtime runner、推荐逻辑、产品文案或导出脚本。 |
| 68 | +- `active_gpu_question = none`,`next_gpu_candidate = none`, |
| 69 | + `CPU sidecar = none selected after feature-packet channel consumer verdict`。 |
| 70 | + |
| 71 | +## Reopen 条件 |
| 72 | + |
| 73 | +只有出现以下条件之一,才重新评估 feature-packet 消费通道: |
| 74 | + |
| 75 | +- 第二个公开、可校验、非同源的 diffusion feature-packet,带固定 member/nonmember |
| 76 | + feature tensors、metrics 和来源 checksum; |
| 77 | +- Tracing the Roots 作者或其他公开源发布 raw target checkpoint identity、 |
| 78 | + raw sample manifests 和可再生 feature extraction contract; |
| 79 | +- DiffAudit 明确决定打开灰盒/白盒 feature-level 产品线,并接受它不是逐图像 |
| 80 | + identity proof 的产品边界。 |
| 81 | + |
| 82 | +## Stop 条件 |
| 83 | + |
| 84 | +不要围绕 Tracing the Roots 单例新增 Platform/Runtime schema、validator、bundle export、 |
| 85 | +测试矩阵、UI 展示类型或 Runtime runner。不要下载 raw CIFAR/CelebA-HQ/FFHQ、 |
| 86 | +target checkpoints、generated images,或启动 feature-family / timestep / |
| 87 | +classifier / optimizer sweep。 |
| 88 | + |
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