Pith Number

pith:GAP4K3PM

pith:2019:GAP4K3PMUH5M572ZAWY6ZZZCET

not attested not anchored not stored refs pending

Efficient Model-free Reinforcement Learning in Metric Spaces

Wen Sun, Zhao Song

arxiv:1905.00475 v1 · 2019-05-01 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{GAP4K3PMUH5M572ZAWY6ZZZCET}

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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

Improved Model-based Reinforcement Learning with Smooth Kernels

Receipt and verification

First computed	2026-05-17T23:47:11.759794Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

301fc56deca1faceff5905b1ece72224d16ee2878b01876cafbe5b69dd7c6513

Aliases

arxiv: 1905.00475 · arxiv_version: 1905.00475v1 · doi: 10.48550/arxiv.1905.00475 · pith_short_12: GAP4K3PMUH5M · pith_short_16: GAP4K3PMUH5M572Z · pith_short_8: GAP4K3PM

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/GAP4K3PMUH5M572ZAWY6ZZZCET \
  | 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: 301fc56deca1faceff5905b1ece72224d16ee2878b01876cafbe5b69dd7c6513

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ef75a873626716070efabcda0ba393464fde0e07cf02b938cca34096e9faaf2e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-01T20:10:24Z",
    "title_canon_sha256": "08ee0a5a6492a0bcad07b70d43b4c095030d200940259602a63c29c1bab00a31"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.00475",
    "kind": "arxiv",
    "version": 1
  }
}