Pith Number

pith:SYCGCFZ7

pith:2019:SYCGCFZ7MK2PKJCFA6DGUG2IZO

not attested not anchored not stored refs pending

Action Guidance with MCTS for Deep Reinforcement Learning

Bilal Kartal, Matthew E. Taylor, Pablo Hernandez-Leal

arxiv:1907.11703 v1 · 2019-07-25 · cs.LG · cs.MA · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SYCGCFZ7MK2PKJCFA6DGUG2IZO}

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	2026-05-17T23:39:23.336523Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

960461173f62b4f5244507866a1b48cb85ac3516339b349e1042d4f3b3164b0e

Aliases

arxiv: 1907.11703 · arxiv_version: 1907.11703v1 · doi: 10.48550/arxiv.1907.11703 · pith_short_12: SYCGCFZ7MK2P · pith_short_16: SYCGCFZ7MK2PKJCF · pith_short_8: SYCGCFZ7

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/SYCGCFZ7MK2PKJCFA6DGUG2IZO \
  | 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: 960461173f62b4f5244507866a1b48cb85ac3516339b349e1042d4f3b3164b0e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f5277a05114847331c7844f1acb07af14b97575becbfe6f6d24bfc3082b6fdf1",
    "cross_cats_sorted": [
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-07-25T19:19:42Z",
    "title_canon_sha256": "ba9bef4292a479b7a2f5a734515cb1d8c311df079d6bbe19cb676ae1377fce85"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.11703",
    "kind": "arxiv",
    "version": 1
  }
}