Pith Number

pith:TI7PGOHM

pith:2020:TI7PGOHMNSC25UJM3ECX4WP3SV

not attested not anchored not stored refs pending

Continuous-action Reinforcement Learning for Playing Racing Games: Comparing SPG to PPO

Marco A. Wiering, Mario S. Holubar

arxiv:2001.05270 v1 · 2020-01-15 · 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{TI7PGOHMNSC25UJM3ECX4WP3SV}

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

3 papers in Pith

Non-Abelian and Type-A Conformal Anomalies from Euler Descent

Distributionally Robust Multi-Task Reinforcement Learning via Adaptive Task Sampling

Does Synthetic Data Help? Empirical Evidence from Deep Learning Time Series Forecasters

Receipt and verification

First computed	2026-07-05T00:33:40.678790Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a3ef338ec6c85aed12cd9057e59fb95625010f8d766fc4c4bf57104518dda25

Aliases

arxiv: 2001.05270 · arxiv_version: 2001.05270v1 · doi: 10.48550/arxiv.2001.05270 · pith_short_12: TI7PGOHMNSC2 · pith_short_16: TI7PGOHMNSC25UJM · pith_short_8: TI7PGOHM

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/TI7PGOHMNSC25UJM3ECX4WP3SV \
  | 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: 9a3ef338ec6c85aed12cd9057e59fb95625010f8d766fc4c4bf57104518dda25

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44b4451ccfa07a31ce9f515ee1874ce8f14b347a59af7f112c48b00af4483840",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-01-15T12:30:57Z",
    "title_canon_sha256": "c9ab067bff038be3b294027ed4ceacc70768874baafc1e4439754ba72577b354"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.05270",
    "kind": "arxiv",
    "version": 1
  }
}