Pith Number

pith:QB4JUJMC

pith:2021:QB4JUJMCAT3CXA5S3N6XZ7Y4A3

not attested not anchored not stored refs pending

Expert Human-Level Driving in Gran Turismo Sport Using Deep Reinforcement Learning with Image-based Representation

Kenta Kawamoto, Michael Spranger, Ryuji Imamura, Takuma Seno

arxiv:2111.06449 v1 · 2021-11-11 · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QB4JUJMCAT3CXA5S3N6XZ7Y4A3}

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

A Comprehensive Review of Multi-Agent Reinforcement Learning in Video Games

Receipt and verification

First computed	2026-07-05T03:31:04.797438Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

80789a258204f62b83b2db7d7cff1c06fd5e6fcad7d6520b2bc134668b7797f7

Aliases

arxiv: 2111.06449 · arxiv_version: 2111.06449v1 · doi: 10.48550/arxiv.2111.06449 · pith_short_12: QB4JUJMCAT3C · pith_short_16: QB4JUJMCAT3CXA5S · pith_short_8: QB4JUJMC

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/QB4JUJMCAT3CXA5S3N6XZ7Y4A3 \
  | 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: 80789a258204f62b83b2db7d7cff1c06fd5e6fcad7d6520b2bc134668b7797f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00a9a10205eda9e6afa56c88c867e65f220910d0c6dbb946b805d6a013ee71f7",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-11-11T20:31:19Z",
    "title_canon_sha256": "bf81f2060dc2b8aa15e8a06a4650749fef7934adb12e81630352e543e48da018"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.06449",
    "kind": "arxiv",
    "version": 1
  }
}