Pith Number

pith:TJWHBF25

pith:2022:TJWHBF25EMREQL7OS6NLHAYWHV

not attested not anchored not stored refs pending

REVEAL: Retrieval-Augmented Visual-Language Pre-Training with Multi-Source Multimodal Knowledge Memory

Ahmet Iscen, Alireza Fathi, Chen Sun, Cordelia Schmid, David A. Ross, Kai-Wei Chang, Yizhou Sun, Ziniu Hu, Zirui Wang

arxiv:2212.05221 v2 · 2022-12-10 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{TJWHBF25EMREQL7OS6NLHAYWHV}

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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

ViperGPT: Visual Inference via Python Execution for Reasoning

Receipt and verification

First computed	2026-07-05T05:57:15.063911Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a6c70975d2322482fee979ab383163d562b49e24fd1dd4901aa10a8912d5b1a

Aliases

arxiv: 2212.05221 · arxiv_version: 2212.05221v2 · doi: 10.48550/arxiv.2212.05221 · pith_short_12: TJWHBF25EMRE · pith_short_16: TJWHBF25EMREQL7O · pith_short_8: TJWHBF25

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/TJWHBF25EMREQL7OS6NLHAYWHV \
  | 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: 9a6c70975d2322482fee979ab383163d562b49e24fd1dd4901aa10a8912d5b1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "92c885cbadc6782798c077c734fe9a5cb4bbe572c7097c45512ee7f29d6ce9d3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-12-10T06:17:56Z",
    "title_canon_sha256": "2d003cd5618583d06890103d6b647702aa6bfc419c2bdd3c513843a843c87036"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.05221",
    "kind": "arxiv",
    "version": 2
  }
}