Pith Number

pith:KKZLH6AM

pith:2022:KKZLH6AMIGMUULYHJYITR5ABDV

not attested not anchored not stored refs pending

Large Language Models can Implement Policy Iteration

Ethan Brooks, Logan Walls, Richard L. Lewis, Satinder Singh

arxiv:2210.03821 v2 · 2022-10-07 · 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{KKZLH6AMIGMUULYHJYITR5ABDV}

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.

Cited by

1 paper in Pith

Reflexion: Language Agents with Verbal Reinforcement Learning

Receipt and verification

First computed	2026-07-05T06:40:29.614088Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52b2b3f80c41994a2f074e1138f4011d7a5d9c980f1c9f8505034067cd69bdc7

Aliases

arxiv: 2210.03821 · arxiv_version: 2210.03821v2 · doi: 10.48550/arxiv.2210.03821 · pith_short_12: KKZLH6AMIGMU · pith_short_16: KKZLH6AMIGMUULYH · pith_short_8: KKZLH6AM

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/KKZLH6AMIGMUULYHJYITR5ABDV \
  | 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: 52b2b3f80c41994a2f074e1138f4011d7a5d9c980f1c9f8505034067cd69bdc7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e580121a31783ebebb8df47066f51d870e452ea6791ef3558cf58271a0fec5d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-07T21:18:22Z",
    "title_canon_sha256": "699c585e1358654017679f7662bd2b0e61df20043246d219dc9c36bb1b3c75c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.03821",
    "kind": "arxiv",
    "version": 2
  }
}