Pith Number

pith:W3UBOGTX

pith:2020:W3UBOGTXS67OIFNTU7LTV7IDNM

not attested not anchored not stored refs pending

Distributed Deep Reinforcement Learning: An Overview

Hossein Alimadad, Mohammad Reza Samsami

arxiv:2011.11012 v1 · 2020-11-22 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W3UBOGTXS67OIFNTU7LTV7IDNM}

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.

Receipt and verification

First computed	2026-07-05T01:53:28.703840Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b6e8171a7797bee415b3a7d73afd036b16db3c1d1f036eadfd0faa5fcab2a0d7

Aliases

arxiv: 2011.11012 · arxiv_version: 2011.11012v1 · doi: 10.48550/arxiv.2011.11012 · pith_short_12: W3UBOGTXS67O · pith_short_16: W3UBOGTXS67OIFNT · pith_short_8: W3UBOGTX

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/W3UBOGTXS67OIFNTU7LTV7IDNM \
  | 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: b6e8171a7797bee415b3a7d73afd036b16db3c1d1f036eadfd0faa5fcab2a0d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f19cedde731838713c1660f7fcc1d87e242e926bb482afd1799587e9b3303e2",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-22T13:24:35Z",
    "title_canon_sha256": "ce954a47361c63cd27e8c699ee7b96cce998957a14d2f3855fd707bebdfb8782"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.11012",
    "kind": "arxiv",
    "version": 1
  }
}