Pith Number

pith:ABBSKATC

pith:2025:ABBSKATCSHUFXSA6OYJU6YKWYI

not attested not anchored not stored refs pending

Multiple Weaks Win Single Strong: Large Language Models Ensemble Weak Reinforcement Learning Agents into a Supreme One

Jian Yuan, Qianyue Hao, Qingmin Liao, Yiwen Song, Yong Li

arxiv:2505.15306 v1 · 2025-05-21 · 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{ABBSKATCSHUFXSA6OYJU6YKWYI}

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	2026-07-05T11:06:43.491852Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

004325026291e85bc81e76134f6156c208e3f3de2480e9a1be9bbc5e4e9a3693

Aliases

arxiv: 2505.15306 · arxiv_version: 2505.15306v1 · doi: 10.48550/arxiv.2505.15306 · pith_short_12: ABBSKATCSHUF · pith_short_16: ABBSKATCSHUFXSA6 · pith_short_8: ABBSKATC

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/ABBSKATCSHUFXSA6OYJU6YKWYI \
  | 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: 004325026291e85bc81e76134f6156c208e3f3de2480e9a1be9bbc5e4e9a3693

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01f55faeac0b25a08411e5223b32a14f4121015ed8c57fc488c212f11a158ff3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-21T09:35:43Z",
    "title_canon_sha256": "a372ee02dbcbd7d46b4bd458a5aeec0db662be5e95697608a1369ef7c1694a8d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.15306",
    "kind": "arxiv",
    "version": 1
  }
}