Pith Number

pith:7EKWY7X6

pith:2025:7EKWY7X6HB5CJEBEPYBKC44FOZ

not attested not anchored not stored refs pending

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making

Chao Yang, Mingyang Sun, Wenyue Xu, Xu Wan

arxiv:2506.02522 v1 · 2025-06-03 · 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{7EKWY7X6HB5CJEBEPYBKC44FOZ}

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	2026-07-05T11:15:03.579695Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9156c7efe387a2490247e02a17385766e41984f2f3200ab892c5a673beff7ac

Aliases

arxiv: 2506.02522 · arxiv_version: 2506.02522v1 · doi: 10.48550/arxiv.2506.02522 · pith_short_12: 7EKWY7X6HB5C · pith_short_16: 7EKWY7X6HB5CJEBE · pith_short_8: 7EKWY7X6

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/7EKWY7X6HB5CJEBEPYBKC44FOZ \
  | 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: f9156c7efe387a2490247e02a17385766e41984f2f3200ab892c5a673beff7ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec3e5f81ff9cb3c73e2e6bbbe7b88a3fd660a961bf60f29d43761e6f659235cf",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-06-03T06:52:37Z",
    "title_canon_sha256": "14bead213ecbadae0d55dcf18c920aa8cf9937366bc747e34ba0adc07f2c4abe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.02522",
    "kind": "arxiv",
    "version": 1
  }
}