Pith Number

pith:2UUUTCG2

pith:2026:2UUUTCG2MUXQV2C7MMJRTUDPRB

not attested not anchored not stored refs pending

MARA: Flow-Matching-Guided Multi-Agent Resource Allocation for Computational Resource Efficient Learning

Hanye Zhao, Muning Wen, Weinan Zhang, Yong Yu

arxiv:2608.09130 v1 · 2026-08-10 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2UUUTCG2MUXQV2C7MMJRTUDPRB}

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.

Receipt and verification

First computed	2026-08-11T02:21:52.471888Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5294988da652f0ae85f631319d06f886a3b0b19cb5c663797d12a32ff389ec5

Aliases

arxiv: 2608.09130 · arxiv_version: 2608.09130v1 · doi: 10.48550/arxiv.2608.09130 · pith_short_12: 2UUUTCG2MUXQ · pith_short_16: 2UUUTCG2MUXQV2C7 · pith_short_8: 2UUUTCG2

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/2UUUTCG2MUXQV2C7MMJRTUDPRB \
  | 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: d5294988da652f0ae85f631319d06f886a3b0b19cb5c663797d12a32ff389ec5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8eb4155e3af75bad200587a4df01ddd8880b5efd9f2dda930b7b422362571ce4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-10T05:13:56Z",
    "title_canon_sha256": "688338a453c5510d7b7b781228dffd7166dd23cd2bf779fa5a228a86974535d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.09130",
    "kind": "arxiv",
    "version": 1
  }
}