Pith Number

pith:2DID3WR7

pith:2023:2DID3WR7E4HL7VXKBETX7N4NTV

not attested not anchored not stored refs pending

AutoRL Hyperparameter Landscapes

Aditya Mohan, Alexander Dockhorn, Carolin Benjamins, Konrad Wienecke, Marius Lindauer

arxiv:2304.02396 v4 · 2023-04-05 · cs.LG · cs.AI · cs.RO · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2DID3WR7E4HL7VXKBETX7N4NTV}

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

Bilevel Optimization for Neural Architecture Search

Receipt and verification

First computed	2026-07-05T08:19:18.424598Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d0d03dda3f270ebfd6ea09277fb78d9d5d313dfe707a7b9b215e8763a7f60129

Aliases

arxiv: 2304.02396 · arxiv_version: 2304.02396v4 · doi: 10.48550/arxiv.2304.02396 · pith_short_12: 2DID3WR7E4HL · pith_short_16: 2DID3WR7E4HL7VXK · pith_short_8: 2DID3WR7

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/2DID3WR7E4HL7VXKBETX7N4NTV \
  | 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: d0d03dda3f270ebfd6ea09277fb78d9d5d313dfe707a7b9b215e8763a7f60129

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a05a71fc5685a4d3cf03bccdf3b79139a59573374ad893f7f5aebe4033b3b8c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-05T12:14:41Z",
    "title_canon_sha256": "ef4fe221e51e2525e87d56357593d9a64792f40bfb09cf0702411cecd3202b5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.02396",
    "kind": "arxiv",
    "version": 4
  }
}