Pith Number

pith:HKFNEG52

pith:2024:HKFNEG52RG3C5R7TIDR2BLN44J

not attested not anchored not stored refs pending

Simulation-based Benchmarking for Causal Structure Learning in Gene Perturbation Experiments

Izzy Newsham, John Whittaker, Luka Kova\v{c}evi\'c, Sach Mukherjee

arxiv:2407.06015 v1 · 2024-07-08 · stat.ML · cs.LG · stat.AP

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HKFNEG52RG3C5R7TIDR2BLN44J}

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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

No Foundations without Foundations -- Why semi-mechanistic models are essential for regulatory biology

Receipt and verification

First computed	2026-07-05T08:41:22.341727Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a8ad21bba89b62ec7f340e3a0adbce27c42e4bbee3327b131ec629f4f42536c

Aliases

arxiv: 2407.06015 · arxiv_version: 2407.06015v1 · doi: 10.48550/arxiv.2407.06015 · pith_short_12: HKFNEG52RG3C · pith_short_16: HKFNEG52RG3C5R7T · pith_short_8: HKFNEG52

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/HKFNEG52RG3C5R7TIDR2BLN44J \
  | 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: 3a8ad21bba89b62ec7f340e3a0adbce27c42e4bbee3327b131ec629f4f42536c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "20b69947b44eb339bc6b6e6a82700088c49efab5da44266d62cfdd71591f8bfb",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.AP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-07-08T15:06:03Z",
    "title_canon_sha256": "05b75a7632f94c19fa1811ad0f30c673177df50c6813c35cd7982d6aca6413b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.06015",
    "kind": "arxiv",
    "version": 1
  }
}