Pith Number

pith:O6DHDJFY

pith:2019:O6DHDJFYVKPIL7BD3DENHMR73H

not attested not anchored not stored refs pending

Modern Deep Reinforcement Learning Algorithms

Alexander D'yakonov, Sergey Ivanov

arxiv:1906.10025 v2 · 2019-06-24 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O6DHDJFYVKPIL7BD3DENHMR73H}

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	2026-05-17T23:41:21.570669Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

778671a4b8aa9e85fc23d8c8d3b23fd9c56bfae802cba069268308f33c6d234a

Aliases

arxiv: 1906.10025 · arxiv_version: 1906.10025v2 · doi: 10.48550/arxiv.1906.10025 · pith_short_12: O6DHDJFYVKPI · pith_short_16: O6DHDJFYVKPIL7BD · pith_short_8: O6DHDJFY

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/O6DHDJFYVKPIL7BD3DENHMR73H \
  | 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: 778671a4b8aa9e85fc23d8c8d3b23fd9c56bfae802cba069268308f33c6d234a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7e5169c0ffab3dd51d1262189ffe9f1a9707b8db1069a86e8eb4a873460811b",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-24T15:27:51Z",
    "title_canon_sha256": "0d70a1f91172abff3c69d88d80f121664ba2d47bf7733d405918d3c1b91d4721"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.10025",
    "kind": "arxiv",
    "version": 2
  }
}