Pith Number

pith:BCRRIMGU

pith:2015:BCRRIMGUSYOWRBE2PSSO233IIV

not attested not anchored not stored refs pending

Towards a Learning Theory of Cause-Effect Inference

Bernhard Sch\"olkopf, David Lopez-Paz, Ilya Tolstikhin, Krikamol Muandet

arxiv:1502.02398 v2 · 2015-02-09 · stat.ML · math.PR · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BCRRIMGUSYOWRBE2PSSO233IIV}

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

TCD-Arena: Assessing Robustness of Time Series Causal Discovery Methods Against Assumption Violations

Receipt and verification

First computed	2026-05-18T02:05:23.748335Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

08a31430d4961d68849a7ca4ed6f6845552ada0977bf5c7908f3d8404b8d62fd

Aliases

arxiv: 1502.02398 · arxiv_version: 1502.02398v2 · doi: 10.48550/arxiv.1502.02398 · pith_short_12: BCRRIMGUSYOW · pith_short_16: BCRRIMGUSYOWRBE2 · pith_short_8: BCRRIMGU

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/BCRRIMGUSYOWRBE2PSSO233IIV \
  | 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: 08a31430d4961d68849a7ca4ed6f6845552ada0977bf5c7908f3d8404b8d62fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "561a85477e767039b4840667499ce75c8ba8553e82a92597c2787091a2988612",
    "cross_cats_sorted": [
      "math.PR",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2015-02-09T08:49:26Z",
    "title_canon_sha256": "71aaa9c3450a365f4cdb42f7b44b4efb1c64b918675350cef586105df285b469"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1502.02398",
    "kind": "arxiv",
    "version": 2
  }
}