Pith Number

pith:B44GYKFG

pith:2017:B44GYKFGHALJFXLGL4LHGGFCQB

not attested not anchored not stored refs pending

A Brief Survey of Deep Reinforcement Learning

Anil Anthony Bharath, Kai Arulkumaran, Marc Peter Deisenroth, Miles Brundage

arxiv:1708.05866 v2 · 2017-08-19 · cs.LG · cs.AI · cs.CV · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B44GYKFGHALJFXLGL4LHGGFCQB}

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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

9 papers in Pith

Deep Reinforcement Learning for Clinical Decision Support: A Brief Survey

Deep Reinforcement Learning for Personalized Search Story Recommendation

A Survey on Vision-Language-Action Models for Embodied AI

Plasticity Loss in Deep Reinforcement Learning: A Survey

FlashSAC: Fast and Stable Off-Policy Reinforcement Learning for High-Dimensional Robot Control

Receipt and verification

First computed	2026-05-18T00:30:41.805337Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f386c28a6381692dd665f167318a2805b422e0d969e2f2ea62a42c1697e5a5d

Aliases

arxiv: 1708.05866 · arxiv_version: 1708.05866v2 · doi: 10.48550/arxiv.1708.05866 · pith_short_12: B44GYKFGHALJ · pith_short_16: B44GYKFGHALJFXLG · pith_short_8: B44GYKFG

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/B44GYKFGHALJFXLGL4LHGGFCQB \
  | 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: 0f386c28a6381692dd665f167318a2805b422e0d969e2f2ea62a42c1697e5a5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2455e2f0cfcfd4721ba4f35d16ff8d99c4520c8787dfa549814b3533d6f1addf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-08-19T15:55:31Z",
    "title_canon_sha256": "b9a05db4ac4a20dd4cfc26334722a5d7bb8a3c5356242c2f762af1c67bace861"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1708.05866",
    "kind": "arxiv",
    "version": 2
  }
}