Pith Number

pith:KPFFQ3KF

pith:2018:KPFFQ3KF4B7VOLOBWLKGJZSCXO

not attested not anchored not stored refs pending

An Introduction to Deep Reinforcement Learning

Joelle Pineau, Marc G. Bellemare, Peter Henderson, Riashat Islam, Vincent Francois-Lavet

arxiv:1811.12560 v2 · 2018-11-30 · 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{KPFFQ3KF4B7VOLOBWLKGJZSCXO}

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

1 paper in Pith

Meta-Learning and Meta-Reinforcement Learning -- Tracing the Path towards DeepMind's Adaptive Agent

Receipt and verification

First computed	2026-05-17T23:59:21.915201Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53ca586d45e07f572dc1b2d464e642bb8cde2cfa20f1df9765c36d27a213d939

Aliases

arxiv: 1811.12560 · arxiv_version: 1811.12560v2 · doi: 10.48550/arxiv.1811.12560 · pith_short_12: KPFFQ3KF4B7V · pith_short_16: KPFFQ3KF4B7VOLOB · pith_short_8: KPFFQ3KF

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/KPFFQ3KF4B7VOLOBWLKGJZSCXO \
  | 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: 53ca586d45e07f572dc1b2d464e642bb8cde2cfa20f1df9765c36d27a213d939

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ac3e91c8d3e2949476bb1c092377ac95f755e3d58fcfbbce0e62aaf4c6c7ec9",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-30T00:57:30Z",
    "title_canon_sha256": "fbd41580f6de93a722ca29606d4c29745df9cc1593d4831c178bd8a0ecbc1313"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.12560",
    "kind": "arxiv",
    "version": 2
  }
}