Pith Number

pith:ZFDRAIU4

pith:2019:ZFDRAIU4QBSWKI2EKMQU7FKMMR

not attested not anchored not stored refs pending

Sequence Modeling of Temporal Credit Assignment for Episodic Reinforcement Learning

Jian Peng, Qiang Liu, Xi Chen, Yang Liu, Yuanyi Zhong, Yunan Luo

arxiv:1905.13420 v1 · 2019-05-31 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{ZFDRAIU4QBSWKI2EKMQU7FKMMR}

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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

Decision Transformer: Reinforcement Learning via Sequence Modeling

Receipt and verification

First computed	2026-05-17T23:44:34.945308Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c94710229c806565234453214f954c6456f0ea737c8220921c4687321b9cefaf

Aliases

arxiv: 1905.13420 · arxiv_version: 1905.13420v1 · doi: 10.48550/arxiv.1905.13420 · pith_short_12: ZFDRAIU4QBSW · pith_short_16: ZFDRAIU4QBSWKI2E · pith_short_8: ZFDRAIU4

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/ZFDRAIU4QBSWKI2EKMQU7FKMMR \
  | 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: c94710229c806565234453214f954c6456f0ea737c8220921c4687321b9cefaf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a01d8e481bc035001a39adf5dd59c95e811ecfb462639306519c6450ae7e7c4b",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-31T05:20:12Z",
    "title_canon_sha256": "cae09812646e47b2fee76616b49ce875f9376eb660943fee47dd955d6df38387"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.13420",
    "kind": "arxiv",
    "version": 1
  }
}