Pith Number

pith:I2OK3RHE

pith:2026:I2OK3RHE4RJIS6EJBVGBVNHGVL

not attested not anchored not stored refs pending

Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams

Edoardo Ponti, Liang Cheng, Li Dong, Luo Mai, Wenda Li, Yeqi Huang, Yinsicheng Jiang, Yufan Zhao, Zhan Lu

arxiv:2606.20629 v1 · 2026-05-28 · cs.MA · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I2OK3RHE4RJIS6EJBVGBVNHGVL}

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	2026-06-23T00:11:51.942184Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

469cadc4e4e4528978890d4c1ab4e6aaf1f92e7749757860de3da95d17104dc4

Aliases

arxiv: 2606.20629 · arxiv_version: 2606.20629v1 · doi: 10.48550/arxiv.2606.20629 · pith_short_12: I2OK3RHE4RJI · pith_short_16: I2OK3RHE4RJIS6EJ · pith_short_8: I2OK3RHE

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/I2OK3RHE4RJIS6EJBVGBVNHGVL \
  | 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: 469cadc4e4e4528978890d4c1ab4e6aaf1f92e7749757860de3da95d17104dc4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9956cd778f561a99108136b8577e7ec8bb4253dfd85d3a6d1587b472bed4dfa8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-05-28T17:12:20Z",
    "title_canon_sha256": "86a15db728e4f8b837efd5aa649adbd3e3679116db470bfd91a4edbaeb1133fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.20629",
    "kind": "arxiv",
    "version": 1
  }
}