Pith Number

pith:YZUZLFGO

pith:2022:YZUZLFGOTGNASYWFIBS2MCWNFS

not attested not anchored not stored refs pending

On the Geometry of Reinforcement Learning in Continuous State and Action Spaces

George Konidaris, Omer Gottesman, Saket Tiwari

arxiv:2301.00009 v2 · 2022-12-29 · 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{YZUZLFGOTGNASYWFIBS2MCWNFS}

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	2026-07-05T08:54:00.974967Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c6699594ce999a0962c54065a60acd2ca78814c2e1208d37cb0302a0f48569f8

Aliases

arxiv: 2301.00009 · arxiv_version: 2301.00009v2 · doi: 10.48550/arxiv.2301.00009 · pith_short_12: YZUZLFGOTGNA · pith_short_16: YZUZLFGOTGNASYWF · pith_short_8: YZUZLFGO

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/YZUZLFGOTGNASYWFIBS2MCWNFS \
  | 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: c6699594ce999a0962c54065a60acd2ca78814c2e1208d37cb0302a0f48569f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "692844e5f7aa75b2bd2b76fc26dce24bbb8243fca003870a2289ed0e265f36b1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-29T18:17:05Z",
    "title_canon_sha256": "ee303cf61640ef92902d1a2616a6ec6e4244fa8575b823c59e320af3947e9faa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.00009",
    "kind": "arxiv",
    "version": 2
  }
}