Pith Number

pith:EETLHSRP

pith:2024:EETLHSRPBOI5ZOZLG6BNJAC7OG

not attested not anchored not stored refs pending

AutoMMLab: Automatically Generating Deployable Models from Language Instructions for Computer Vision Tasks

Chen Qian, Ping Luo, Sheng Jin, Wang Zeng, Wentao Liu, Zekang Yang

arxiv:2402.15351 v2 · 2024-02-23 · cs.LG · 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{EETLHSRPBOI5ZOZLG6BNJAC7OG}

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

1 paper in Pith

VTOS: Learning to Orchestrate Vision Tools by Co-Searching Solutions and Observers

Receipt and verification

First computed	2026-07-05T09:54:25.052748Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2126b3ca2f0b91dcbb2b3782d4805f71b9ab7c027e025f1ef13e8cca17edde06

Aliases

arxiv: 2402.15351 · arxiv_version: 2402.15351v2 · doi: 10.48550/arxiv.2402.15351 · pith_short_12: EETLHSRPBOI5 · pith_short_16: EETLHSRPBOI5ZOZL · pith_short_8: EETLHSRP

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/EETLHSRPBOI5ZOZLG6BNJAC7OG \
  | 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: 2126b3ca2f0b91dcbb2b3782d4805f71b9ab7c027e025f1ef13e8cca17edde06

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a980513dc54956f197864be21558ac882edde4b863533968430599d18260ae73",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-23T14:38:19Z",
    "title_canon_sha256": "2a7dfe7e26d0accb4f223450db6d06685866038d9fbe9fafdc12c9cabbdd0421"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.15351",
    "kind": "arxiv",
    "version": 2
  }
}