Pith Number

pith:KFCC6XRE

pith:2025:KFCC6XREQHWTKOE26RYXBFLOAB

not attested not anchored not stored refs pending

Learn to Think: Bootstrapping LLM Reasoning Capability Through Graph Representation Learning

Changwen Zheng, Chenhao Zhang, Fengge Wu, Hang Gao, Huaping Liu, Junsuo Zhao, Tie Wang

arxiv:2505.06321 v2 · 2025-05-09 · 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{KFCC6XREQHWTKOE26RYXBFLOAB}

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	2026-07-05T11:04:22.270730Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

51442f5e2481ed35389af47170956e0041093690eefdb4784b6854db0c66ca1c

Aliases

arxiv: 2505.06321 · arxiv_version: 2505.06321v2 · doi: 10.48550/arxiv.2505.06321 · pith_short_12: KFCC6XREQHWT · pith_short_16: KFCC6XREQHWTKOE2 · pith_short_8: KFCC6XRE

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/KFCC6XREQHWTKOE26RYXBFLOAB \
  | 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: 51442f5e2481ed35389af47170956e0041093690eefdb4784b6854db0c66ca1c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c797d76f92e614fda483894fc0d10a3388ac32ec88635ca77b329863a2207d1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-09T02:51:22Z",
    "title_canon_sha256": "b23999ed8edf0c66d6fa59f82da32eb805695fda70c832c1f27884e4e14974a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06321",
    "kind": "arxiv",
    "version": 2
  }
}