Pith Number

pith:XNCMYB5T

pith:2026:XNCMYB5T7G72OQYTVJXA3U6ABX

not attested not anchored not stored refs pending

Self-CTRL: Self-Consistency Training with Reinforcement Learning

Belinda Z. Li, Itamar Pres, Jacob Andreas, Laura Ruis, Melat Ghebreselassie

arxiv:2606.18327 v1 · 2026-06-16 · 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{XNCMYB5T7G72OQYTVJXA3U6ABX}

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	2026-06-19T16:10:57.987518Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb44cc07b3f9bfa74313aa6e0dd3c00dc2894711b6c55939de39b03e68599ea9

Aliases

arxiv: 2606.18327 · arxiv_version: 2606.18327v1 · doi: 10.48550/arxiv.2606.18327 · pith_short_12: XNCMYB5T7G72 · pith_short_16: XNCMYB5T7G72OQYT · pith_short_8: XNCMYB5T

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/XNCMYB5T7G72OQYTVJXA3U6ABX \
  | 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: bb44cc07b3f9bfa74313aa6e0dd3c00dc2894711b6c55939de39b03e68599ea9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "910c3e09921237a83904ad0dd3f1a0c7b5f978aef491857b5c8bd368b255407e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-16T17:59:40Z",
    "title_canon_sha256": "b17d5890c8e6ac06ff1bb33a539f36822685a6ad21ab9a637054e13e028cfa26"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.18327",
    "kind": "arxiv",
    "version": 1
  }
}