Pith Number

pith:6CRS4EYA

pith:2026:6CRS4EYAB4M7IQJ5V6PVAKWW5G

not attested not anchored not stored refs pending

MAS-PromptBench: When Does Prompt Optimization Improve Multi-Agent LLM Systems?

Juyang Bai, Laixi Shi

arxiv:2606.23664 v1 · 2026-06-22 · 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{6CRS4EYAB4M7IQJ5V6PVAKWW5G}

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	2026-06-23T03:14:34.043528Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0a32e13000f19f4413daf9f502ad6e9b26ccf94a53755da1b0730c7652e1d41

Aliases

arxiv: 2606.23664 · arxiv_version: 2606.23664v1 · doi: 10.48550/arxiv.2606.23664 · pith_short_12: 6CRS4EYAB4M7 · pith_short_16: 6CRS4EYAB4M7IQJ5 · pith_short_8: 6CRS4EYA

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/6CRS4EYAB4M7IQJ5V6PVAKWW5G \
  | 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: f0a32e13000f19f4413daf9f502ad6e9b26ccf94a53755da1b0730c7652e1d41

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba36442ba7d2e25efdf226f02929b5be33bd521dfd7a4fba1fbc5d8a5bc1078f",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-22T17:48:40Z",
    "title_canon_sha256": "98ab63698a54ef39a6d92a72d112f99b8efab38a9967396487a3bd2329f580fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.23664",
    "kind": "arxiv",
    "version": 1
  }
}