Pith Number

pith:3GFDT742

pith:2021:3GFDT742PWQXCSS6HJ6CDAJEPR

not attested not anchored not stored refs pending

Learning Agent State Online with Recurrent Generate-and-Test

Amir Samani, Richard S. Sutton

arxiv:2112.15236 v1 · 2021-12-30 · 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{3GFDT742PWQXCSS6HJ6CDAJEPR}

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

Investigating Action Encodings in Recurrent Neural Networks in Reinforcement Learning

Receipt and verification

First computed	2026-07-05T03:44:37.813835Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d98a39ff9a7da1714a5e3a7c2181247c60c4ece1e38e8596f77db04339e707fe

Aliases

arxiv: 2112.15236 · arxiv_version: 2112.15236v1 · doi: 10.48550/arxiv.2112.15236 · pith_short_12: 3GFDT742PWQX · pith_short_16: 3GFDT742PWQXCSS6 · pith_short_8: 3GFDT742

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/3GFDT742PWQXCSS6HJ6CDAJEPR \
  | 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: d98a39ff9a7da1714a5e3a7c2181247c60c4ece1e38e8596f77db04339e707fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e53ef8d1b114b5f592de27c5b59c02bcafcc296bbb47cbfea0e682af670677b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-30T23:10:32Z",
    "title_canon_sha256": "4b6b8fa142abbd819dd4f438b86c77e52de4192a82d21d7cb88e50ddede3f709"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.15236",
    "kind": "arxiv",
    "version": 1
  }
}