Pith Number

pith:JFJ4K3RQ

pith:2024:JFJ4K3RQ2HXDOB5AKOPDX22U5T

not attested not anchored not stored refs pending

Visual Reasoning and Multi-Agent Approach in Multimodal Large Language Models (MLLMs): Solving TSP and mTSP Combinatorial Challenges

Ahmad Abutahoun, Ahmed Abdelhay, Ahmed Jaber, Andry Rakotonirainy, Huthaifa I. Ashqar, Mohammed Elhenawy, Sebastien Glaser, Shadi Jaradat, Taqwa I.Alhadidi

arxiv:2407.00092 v1 · 2024-06-26 · cs.AI · cs.ET · cs.GT · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JFJ4K3RQ2HXDOB5AKOPDX22U5T}

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

MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems

Receipt and verification

First computed	2026-07-05T08:38:14.238353Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4953c56e30d1ee3707a0539e3beb54ecd91a5ca69e871688c0dc6718978b69cf

Aliases

arxiv: 2407.00092 · arxiv_version: 2407.00092v1 · doi: 10.48550/arxiv.2407.00092 · pith_short_12: JFJ4K3RQ2HXD · pith_short_16: JFJ4K3RQ2HXDOB5A · pith_short_8: JFJ4K3RQ

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/JFJ4K3RQ2HXDOB5AKOPDX22U5T \
  | 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: 4953c56e30d1ee3707a0539e3beb54ecd91a5ca69e871688c0dc6718978b69cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dff114e36771502a9669bdaf1c1955ca66f265eaf7af8ba01da8d56a2ed73795",
    "cross_cats_sorted": [
      "cs.ET",
      "cs.GT",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-26T07:12:06Z",
    "title_canon_sha256": "1033b4603220cd1980ce1554b00e1cacfba6babef97eba2b8bcf73869909ac3a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.00092",
    "kind": "arxiv",
    "version": 1
  }
}