Pith Number

pith:DT3DPHQ5

pith:2019:DT3DPHQ5I6UKVGM3CEUF7KML62

not attested not anchored not stored refs pending

Probabilistic Rollouts for Learning Curve Extrapolation Across Hyperparameter Settings

Aaron Klein, Frank Hutter, Matilde Gargiani, Stefan Falkner

arxiv:1910.04522 v1 · 2019-10-10 · cs.LG · 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{DT3DPHQ5I6UKVGM3CEUF7KML62}

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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

Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive

Receipt and verification

First computed	2026-07-05T00:11:09.127095Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1cf6379e1d47a8aa999b11285fa98bf6a72a6a063f23ef94cf75ce878f0c1d44

Aliases

arxiv: 1910.04522 · arxiv_version: 1910.04522v1 · doi: 10.48550/arxiv.1910.04522 · pith_short_12: DT3DPHQ5I6UK · pith_short_16: DT3DPHQ5I6UKVGM3 · pith_short_8: DT3DPHQ5

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/DT3DPHQ5I6UKVGM3CEUF7KML62 \
  | 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: 1cf6379e1d47a8aa999b11285fa98bf6a72a6a063f23ef94cf75ce878f0c1d44

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c2e042dc53c9dd0b3f3298b25b3f18e6ce639d38e80e0c78cad64dfce915f694",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-10T12:49:22Z",
    "title_canon_sha256": "fae021240e0e16504ffe966b9ffe01aaa62f04bfc635062394a9eafc0134d193"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.04522",
    "kind": "arxiv",
    "version": 1
  }
}