Pith Number

pith:F3HVQSDU

pith:2018:F3HVQSDUX4WNHJKXLJEOMARNDT

not attested not anchored not stored refs pending

A Human Mixed Strategy Approach to Deep Reinforcement Learning

Ngoc Duy Nguyen, Saeid Nahavandi, Thanh Nguyen

arxiv:1804.01874 v1 · 2018-04-05 · 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{F3HVQSDUX4WNHJKXLJEOMARNDT}

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	2026-05-17T23:39:27.533003Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ecf584874bf2cd3a5575a48e6022d1cf766e9be7cc2fa89aa00d036a785d4db

Aliases

arxiv: 1804.01874 · arxiv_version: 1804.01874v1 · doi: 10.48550/arxiv.1804.01874 · pith_short_12: F3HVQSDUX4WN · pith_short_16: F3HVQSDUX4WNHJKX · pith_short_8: F3HVQSDU

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/F3HVQSDUX4WNHJKXLJEOMARNDT \
  | 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: 2ecf584874bf2cd3a5575a48e6022d1cf766e9be7cc2fa89aa00d036a785d4db

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "677d1bfc9bf7b4e27fdc3193564050b1eefab01cb75143eb4e070a6674a8a96b",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-04-05T14:24:42Z",
    "title_canon_sha256": "748ffb34a9d854b9f205701dde4b631c8e6ef4e77703d4598e70d326cb933e8a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1804.01874",
    "kind": "arxiv",
    "version": 1
  }
}