Pith Number

pith:IVXN2GRX

pith:2023:IVXN2GRX5N2ZPFQLV6CVI5CVHQ

not attested not anchored not stored refs pending

Returning The Favour: When Regression Benefits From Probabilistic Causal Knowledge

Dino Sejdinovic, Jake Fawkes, Shahine Bouabid

arxiv:2301.11214 v2 · 2023-01-26 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IVXN2GRX5N2ZPFQLV6CVI5CVHQ}

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	2026-07-05T06:23:01.343476Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

456edd1a37eb7597960baf855474553c2940bb2af5c8765bdade0ef49c0ca985

Aliases

arxiv: 2301.11214 · arxiv_version: 2301.11214v2 · doi: 10.48550/arxiv.2301.11214 · pith_short_12: IVXN2GRX5N2Z · pith_short_16: IVXN2GRX5N2ZPFQL · pith_short_8: IVXN2GRX

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/IVXN2GRX5N2ZPFQLV6CVI5CVHQ \
  | 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: 456edd1a37eb7597960baf855474553c2940bb2af5c8765bdade0ef49c0ca985

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "11aee3e0cdc19e46bcb5c598563f0b89f65fcf45326cf001a5a97b05af21165c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-01-26T16:44:15Z",
    "title_canon_sha256": "1bab64c68dc46f86a245e869e7518d8536b443cde495bba31ae6577ed616a714"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.11214",
    "kind": "arxiv",
    "version": 2
  }
}