Pith Number

pith:GIQ2MLDH

pith:2025:GIQ2MLDHHH2SWOBZCJJXK7ZCA7

not attested not anchored not stored refs pending

Image Inversion: A Survey from GANs to Diffusion and Beyond

Jiangning Zhang, Ran Yi, Teng Hu, Xiaobin Hu, Yali Bi, Yinan Chen, Ying Tai, Yong Liu, Zhucun Xue

arxiv:2502.11974 v1 · 2025-02-17 · cs.CV

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\usepackage{pith}
\pithnumber{GIQ2MLDHHH2SWOBZCJJXK7ZCA7}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Deep Learning Model Inversion Attacks and Defenses: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T10:15:36.824595Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3221a62c6739f52b38391253757f2207ce4053f537331f37305fe3a0f98d7af9

Aliases

arxiv: 2502.11974 · arxiv_version: 2502.11974v1 · doi: 10.48550/arxiv.2502.11974 · pith_short_12: GIQ2MLDHHH2S · pith_short_16: GIQ2MLDHHH2SWOBZ · pith_short_8: GIQ2MLDH

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/GIQ2MLDHHH2SWOBZCJJXK7ZCA7 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 3221a62c6739f52b38391253757f2207ce4053f537331f37305fe3a0f98d7af9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e4abbfb425b4c2a0f4b299c46acd41d2705a8773ecf1821487eb254f3c089f26",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-17T16:20:48Z",
    "title_canon_sha256": "11ab56f98d68398ab69e31b9d71200015500e589e3af297334bbeeeb4955bf02"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11974",
    "kind": "arxiv",
    "version": 1
  }
}