Pith Number

pith:5OA6LXOL

pith:2026:5OA6LXOL4YBZNXV5UXV6BA23X4

not attested not anchored not stored refs pending

Reward Modeling for Multi-Agent Orchestration

Haizhou Shi, Hao Wang, King Yeung Tsang, Semih Yavuz, Shafiq Joty, Vishal Venkataramani, Zihao Zhao, Zixuan Ke

arxiv:2606.13598 v1 · 2026-06-11 · cs.AI · cs.CL · cs.LG · 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{5OA6LXOL4YBZNXV5UXV6BA23X4}

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	2026-06-12T01:10:12.288803Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eb81e5ddcbe60396debda5ebe0835bbf1c4f56e7144e37c583c4910f6e5ee8f1

Aliases

arxiv: 2606.13598 · arxiv_version: 2606.13598v1 · doi: 10.48550/arxiv.2606.13598 · pith_short_12: 5OA6LXOL4YBZ · pith_short_16: 5OA6LXOL4YBZNXV5 · pith_short_8: 5OA6LXOL

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/5OA6LXOL4YBZNXV5UXV6BA23X4 \
  | 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: eb81e5ddcbe60396debda5ebe0835bbf1c4f56e7144e37c583c4910f6e5ee8f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f1dd88210b3193825f6d2864eeced8e0e06adfa6399cf98346fcc68c8eced4d1",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-11T17:16:24Z",
    "title_canon_sha256": "f7bdc88b84a2471cb97ac5a976cbe2fa232f8e06927646487919cc8f083a4297"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.13598",
    "kind": "arxiv",
    "version": 1
  }
}