Pith Number

pith:FRIL27R3

pith:2025:FRIL27R34JE2IGHBYD6U3XQQQD

not attested not anchored not stored refs pending

Personalized Image Generation with Deep Generative Models: A Decade Survey

Lei Zhang, Ming Liu, Wangmeng Zuo, Yabo Zhang, Yiheng Zheng, Yuxiang Wei, Zhilong Ji

arxiv:2502.13081 v1 · 2025-02-18 · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FRIL27R34JE2IGHBYD6U3XQQQD}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

4 papers in Pith

Polaris: Scaling Up Instruction-Guided Image Generation Towards Millions of Personalized Style Needs

HiFi-Inpaint: Towards High-Fidelity Reference-Based Inpainting for Generating Detail-Preserving Human-Product Images

MULTI: Disentangling Camera Lens, Sensor, View, and Domain for Novel Image Generation

Gate-and-Merge: Zero-shot Compositional Personalization of Vision Language Models

Receipt and verification

First computed	2026-07-05T10:16:28.993440Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c50bd7e3be249a418e1c0fd4dde1080f93a60d7314dcf7af4f02ace507dc46c

Aliases

arxiv: 2502.13081 · arxiv_version: 2502.13081v1 · doi: 10.48550/arxiv.2502.13081 · pith_short_12: FRIL27R34JE2 · pith_short_16: FRIL27R34JE2IGHB · pith_short_8: FRIL27R3

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/FRIL27R34JE2IGHBYD6U3XQQQD \
  | 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: 2c50bd7e3be249a418e1c0fd4dde1080f93a60d7314dcf7af4f02ace507dc46c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3efe1d6b3ace296bde2795e65b1636cb4ef8847b14cccff0f5ddfd822de829e4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-18T17:34:04Z",
    "title_canon_sha256": "6c8d701001aab397ab1170cdcdaa646bacc70cfa96bdc5237516a7eaf6ce8bb2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.13081",
    "kind": "arxiv",
    "version": 1
  }
}