Pith Number

pith:LS3J7FUU

pith:2018:LS3J7FUUH2YOQR25JWRIQOIFRV

not attested not anchored not stored refs pending

Multi-Agent Deep Reinforcement Learning with Human Strategies

Ngoc Duy Nguyen, Saeid Nahavandi, Thanh Nguyen

arxiv:1806.04562 v2 · 2018-06-12 · 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{LS3J7FUUH2YOQR25JWRIQOIFRV}

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	2026-05-17T23:39:27.430480Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5cb69f96943eb0e8475d4da28839058d7b539b97da03103a336c351f82e21e44

Aliases

arxiv: 1806.04562 · arxiv_version: 1806.04562v2 · doi: 10.48550/arxiv.1806.04562 · pith_short_12: LS3J7FUUH2YO · pith_short_16: LS3J7FUUH2YOQR25 · pith_short_8: LS3J7FUU

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/LS3J7FUUH2YOQR25JWRIQOIFRV \
  | 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: 5cb69f96943eb0e8475d4da28839058d7b539b97da03103a336c351f82e21e44

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f058c66ac4ecbb7911bf9313891b249a386bab25f7a4b7ce5f1f48c419c3ab7c",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-06-12T14:40:24Z",
    "title_canon_sha256": "2715287c87ed2ec75150781eb789ba84a14406b54e170371aba0946aafbd53b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1806.04562",
    "kind": "arxiv",
    "version": 2
  }
}