Pith Number

pith:S2JVENJW

pith:2019:S2JVENJWMM5CG2SJGKLB5LAMNZ

not attested not anchored not stored refs pending

An Empirical Study on Hyperparameters and their Interdependence for RL Generalization

Jacob Jackson, Xingyou Song, Yilun Du

arxiv:1906.00431 v1 · 2019-06-02 · 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{S2JVENJWMM5CG2SJGKLB5LAMNZ}

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	2026-05-17T23:44:27.101454Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9693523536633a236a4932961eac0c6e766dab5c46badefd4ce1b358f497b867

Aliases

arxiv: 1906.00431 · arxiv_version: 1906.00431v1 · doi: 10.48550/arxiv.1906.00431 · pith_short_12: S2JVENJWMM5C · pith_short_16: S2JVENJWMM5CG2SJ · pith_short_8: S2JVENJW

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/S2JVENJWMM5CG2SJGKLB5LAMNZ \
  | 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: 9693523536633a236a4932961eac0c6e766dab5c46badefd4ce1b358f497b867

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee68550285d3362ac2e07c8a2cfa3cb2e60267f436916e61546ccbb2ec0a8c69",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-02T16:01:17Z",
    "title_canon_sha256": "75a57038a0a7205561e1612be870b2a7bbebdcf5f8b186263d99372470cd1d97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.00431",
    "kind": "arxiv",
    "version": 1
  }
}