Pith Number

pith:TUDUROAJ

pith:2026:TUDUROAJ4VEU3U3ITQPQZUHN5S

not attested not anchored not stored refs pending

MASPOB: Bandit-Based Prompt Optimization for Multi-Agent Systems with Graph Neural Networks

Jiahang Sun, Mingze Kong, Qian Zhang, Xiangyi Wang, Yao Shu, Zhi Hong, Zhiwei Shang, Zhongxiang Dai

arxiv:2603.02630 v2 · 2026-03-03 · 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{TUDUROAJ4VEU3U3ITQPQZUHN5S}

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

PYTHALAB-MERA: Validation-Grounded Memory, Retrieval, and Acceptance Control for Frozen-LLM Coding Agents

Receipt and verification

First computed	2026-06-01T02:03:36.118033Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d0748b809e5494dd3689c1f0cd0edeca5c9330ee9685ea05d41724a0cd58907

Aliases

arxiv: 2603.02630 · arxiv_version: 2603.02630v2 · doi: 10.48550/arxiv.2603.02630 · pith_short_12: TUDUROAJ4VEU · pith_short_16: TUDUROAJ4VEU3U3I · pith_short_8: TUDUROAJ

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/TUDUROAJ4VEU3U3ITQPQZUHN5S \
  | 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: 9d0748b809e5494dd3689c1f0cd0edeca5c9330ee9685ea05d41724a0cd58907

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "de1817bb159849081fca52401918fd9a1134b89c26b2cffe8ceba3226e90e88a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-03-03T05:59:05Z",
    "title_canon_sha256": "33075993b06218955075d340e70c535cea91ed45821cf60cd4f365c29d288834"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.02630",
    "kind": "arxiv",
    "version": 2
  }
}