Pith Number

pith:HLL5LGE7

pith:2025:HLL5LGE77ERVUTJ4RITNA4KDUL

not attested not anchored not stored refs pending

Simulation Priors for Data-Efficient Deep Learning

Andreas Krause, Bhavya Sukhija, Florian D\"orfler, Jonas Rothfuss, Lenart Treven, Stelian Coros

arxiv:2509.05732 v1 · 2025-09-06 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HLL5LGE77ERVUTJ4RITNA4KDUL}

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	2026-07-05T12:06:23.049083Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ad7d5989ff9235a4d3c8a26d07143a2e99cafef93292351a3687189c1f9102a

Aliases

arxiv: 2509.05732 · arxiv_version: 2509.05732v1 · doi: 10.48550/arxiv.2509.05732 · pith_short_12: HLL5LGE77ERV · pith_short_16: HLL5LGE77ERVUTJ4 · pith_short_8: HLL5LGE7

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/HLL5LGE77ERVUTJ4RITNA4KDUL \
  | 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: 3ad7d5989ff9235a4d3c8a26d07143a2e99cafef93292351a3687189c1f9102a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4b87013982b55f39534244ae8a66e7b37200038829ea35ea8067a0d82971fb35",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-06T14:36:41Z",
    "title_canon_sha256": "b792e7aafe6221139fce9806d9a85cf8150b60916635e0c77fa396eed24f6be1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.05732",
    "kind": "arxiv",
    "version": 1
  }
}