Pith Number

pith:VY7DSE6J

pith:2026:VY7DSE6JJE3OPJCSPMCDDPPS6J

not attested not anchored not stored refs pending

Closing the Feedback Loop: From Experience Extraction to Insight Governance in Verbal Reinforcement Learning

Guanghui Wang, Li Shao, Peiyang He, Xiaofeng Shi, Xing Zhang, Yanwei Cui, Yulong Zhang

arxiv:2606.17591 v1 · 2026-06-16 · 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{VY7DSE6JJE3OPJCSPMCDDPPS6J}

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	2026-06-19T16:10:16.747616Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae3e3913c94936e7a4527b0431bdf2f27f9845508213834d49e4f98fd95c295e

Aliases

arxiv: 2606.17591 · arxiv_version: 2606.17591v1 · doi: 10.48550/arxiv.2606.17591 · pith_short_12: VY7DSE6JJE3O · pith_short_16: VY7DSE6JJE3OPJCS · pith_short_8: VY7DSE6J

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/VY7DSE6JJE3OPJCSPMCDDPPS6J \
  | 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: ae3e3913c94936e7a4527b0431bdf2f27f9845508213834d49e4f98fd95c295e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e4b11f1d293659f1192e2da780b7c82b7287b975de19faa2871bd42989ba55d6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-16T06:55:55Z",
    "title_canon_sha256": "2d201431b2054cd303df0f811cb598d820aaf4810fb000dbd681455bfbcb5175"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.17591",
    "kind": "arxiv",
    "version": 1
  }
}