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Pith Number

pith:77M3W4GB

pith:2016:77M3W4GBAK6KW4BUWTTSSHI7U2
not attested not anchored not stored refs pending

Asynchronous Methods for Deep Reinforcement Learning

Adri\`a Puigdom\`enech Badia, Alex Graves, David Silver, Koray Kavukcuoglu, Mehdi Mirza, Tim Harley, Timothy P. Lillicrap, Volodymyr Mnih

arxiv:1602.01783 v2 · 2016-02-04 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{77M3W4GBAK6KW4BUWTTSSHI7U2}

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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

30 papers in Pith

MPFlow: Learning Budgeted Max-Flow Optimization on the Lightning Network with Deep Graph Reinforcement Learning
SAGE-Nav: Leveraging LLM Planning and Alignment Fusion for Hierarchical Scene Graph-Guided Navigation
Themis: An explainable AI-enabled framework for Reinforcement Learning with Human Feedback
The Hitchhiker's Guide to Agentic AI: From Foundations to Systems
SALT: When More Rollouts Don't Help in Group-Based Policy Optimization and How to Make Them Matter
Receipt and verification
First computed 2026-05-18T01:12:22.591566Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ffd9bb70c102bcab7034b4e7291d1fa693a43b664fb77608b5e13cc07ad9a9b8

Aliases

arxiv: 1602.01783 · arxiv_version: 1602.01783v2 · doi: 10.48550/arxiv.1602.01783 · pith_short_12: 77M3W4GBAK6K · pith_short_16: 77M3W4GBAK6KW4BU · pith_short_8: 77M3W4GB
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/77M3W4GBAK6KW4BUWTTSSHI7U2 \
  | 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: ffd9bb70c102bcab7034b4e7291d1fa693a43b664fb77608b5e13cc07ad9a9b8
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "5d94b75a1fdb5ada50f9ede6ff6d4f52b3854c5de09c36540ba51ddf13788c29",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-02-04T18:38:41Z",
    "title_canon_sha256": "991fe6f4bc1975bac9f95081205828ba86a141492c744055b5c736692005cd08"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1602.01783",
    "kind": "arxiv",
    "version": 2
  }
}