Pith Number

pith:J54V66PV

pith:2015:J54V66PV4EU2EQ6MTQFOGSDHNT

not attested not anchored not stored refs pending

Massively Parallel Methods for Deep Reinforcement Learning

Alessandro De Maria, Arun Nair, Cagdas Alcicek, Charles Beattie, David Silver, Koray Kavukcuoglu, Mustafa Suleyman, Praveen Srinivasan, Rory Fearon, Sam Blackwell, Shane Legg, Stig Petersen, Vedavyas Panneershelvam, Volodymyr Mnih

arxiv:1507.04296 v2 · 2015-07-15 · cs.LG · cs.AI · cs.DC · cs.NE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J54V66PV4EU2EQ6MTQFOGSDHNT}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning

Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model

Receipt and verification

First computed	2026-05-18T01:36:47.626824Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4f795f79f5e129a243cc9c0ae348676cfcdb594908651849f8e5076faf8bff91

Aliases

arxiv: 1507.04296 · arxiv_version: 1507.04296v2 · doi: 10.48550/arxiv.1507.04296 · pith_short_12: J54V66PV4EU2 · pith_short_16: J54V66PV4EU2EQ6M · pith_short_8: J54V66PV

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/J54V66PV4EU2EQ6MTQFOGSDHNT \
  | 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: 4f795f79f5e129a243cc9c0ae348676cfcdb594908651849f8e5076faf8bff91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bde7497031978bf24896d5e912566ba5bdb6ad59fdff3e8a60d6f753dd0b105b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2015-07-15T16:56:56Z",
    "title_canon_sha256": "239ac75310d89dc45e0e22c98bb581b363f6174d72a5a6e47c58caacca508962"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1507.04296",
    "kind": "arxiv",
    "version": 2
  }
}