Pith Number

pith:XR5EZOJI

pith:2025:XR5EZOJIREX7LFZ7NZUIY5TGD5

not attested not anchored not stored refs pending

S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency

Chen Tianying Tiana, Jing Li, Lei Jiang, Tongxuan Liu, Weizhe Huang, Xiaohua Xu, XiTai Jin, Yuting Zeng

arxiv:2502.04790 v2 · 2025-02-07 · cs.CL · 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{XR5EZOJIREX7LFZ7NZUIY5TGD5}

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

Rethinking Agent Design: From Top-Down Workflows to Bottom-Up Skill Evolution

Receipt and verification

First computed	2026-07-05T10:47:00.340038Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bc7a4cb928892ff5973f6e688c76661f6824c2e12ff9358c0ef240641fa35ba7

Aliases

arxiv: 2502.04790 · arxiv_version: 2502.04790v2 · doi: 10.48550/arxiv.2502.04790 · pith_short_12: XR5EZOJIREX7 · pith_short_16: XR5EZOJIREX7LFZ7 · pith_short_8: XR5EZOJI

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/XR5EZOJIREX7LFZ7NZUIY5TGD5 \
  | 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: bc7a4cb928892ff5973f6e688c76661f6824c2e12ff9358c0ef240641fa35ba7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a8a72888b707094c42e6e003148b7757a6bdcead70512e3a02bd0306f69f506e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-07T09:49:56Z",
    "title_canon_sha256": "6552531639c4b336cb49d395d92dc9acd4a403b24cc0ffa3d505983c01c60240"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04790",
    "kind": "arxiv",
    "version": 2
  }
}