Pith Number

pith:FGPIMARW

pith:2026:FGPIMARWTAOQCSK6WOVKXQY3KD

not attested not anchored not stored refs pending

Reinforced Graph of Thoughts: RL-Driven Adaptive Prompting for LLMs

Manuel Noah Riesen, Peter Alfred von Niederh\"ausern

arxiv:2605.22195 v1 · 2026-05-21 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FGPIMARWTAOQCSK6WOVKXQY3KD}

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	2026-05-22T01:04:31.259429Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

299e860236981d01495eb3aaabc31b50c35da1a889909b6145943b7872311731

Aliases

arxiv: 2605.22195 · arxiv_version: 2605.22195v1 · doi: 10.48550/arxiv.2605.22195 · pith_short_12: FGPIMARWTAOQ · pith_short_16: FGPIMARWTAOQCSK6 · pith_short_8: FGPIMARW

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/FGPIMARWTAOQCSK6WOVKXQY3KD \
  | 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: 299e860236981d01495eb3aaabc31b50c35da1a889909b6145943b7872311731

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96a9489284af1e95b3b29cda2ae80ef37e1a085c7b3a2d1ddf674256b52d2b91",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-21T09:00:16Z",
    "title_canon_sha256": "6081f29ab21880aa09a7c3e6f4035cd84b3bb2ded3ba8da0072a9fc01e019351"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.22195",
    "kind": "arxiv",
    "version": 1
  }
}