Pith Number

pith:FJYL66US

pith:2019:FJYL66US4HFG3M2NJEPUCIC6HS

not attested not anchored not stored refs pending

Understanding Multi-Step Deep Reinforcement Learning: A Systematic Study of the DQN Target

J. Fernando Hernandez-Garcia, Richard S. Sutton

arxiv:1901.07510 v2 · 2019-01-22 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FJYL66US4HFG3M2NJEPUCIC6HS}

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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

2 papers in Pith

Long-Horizon Q-Learning: Accurate Value Learning via n-Step Inequalities

Receipt and verification

First computed	2026-05-17T23:54:31.376182Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a70bf7a92e1ca6db34d491f41205e3cb49b6f7638595013b645067ecc5a02bf

Aliases

arxiv: 1901.07510 · arxiv_version: 1901.07510v2 · doi: 10.48550/arxiv.1901.07510 · pith_short_12: FJYL66US4HFG · pith_short_16: FJYL66US4HFG3M2N · pith_short_8: FJYL66US

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/FJYL66US4HFG3M2NJEPUCIC6HS \
  | 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: 2a70bf7a92e1ca6db34d491f41205e3cb49b6f7638595013b645067ecc5a02bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a142493d6f25bb0508e24d7ffb4c17d69001b46fcd056c677b638a79e48c6f0",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-22T18:38:04Z",
    "title_canon_sha256": "39eb4ecab650af2db5c7b2137fd06b46d58bcf5add559469102c79f51370f5ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.07510",
    "kind": "arxiv",
    "version": 2
  }
}