Pith Number

pith:SIQ6BLM2

pith:2022:SIQ6BLM27LJOWVF22URE6VF5J3

not attested not anchored not stored refs pending

Deep End-to-end Causal Inference

Adam Foster, Amit Sharma, Angus Lamb, Chao Ma, Cheng Zhang, Emre Kiciman, Javier Antoran, Martin Kukla, Miltiadis Allamanis, Nick Pawlowski, Tomas Geffner, Wenbo Gong

arxiv:2202.02195 v2 · 2022-02-04 · 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{SIQ6BLM27LJOWVF22URE6VF5J3}

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

2 papers in Pith

RetiSEM: Generalising Causal Models for Fragmented Biomedical Data

Amortized Inference of Causal Models via Conditional Fixed-Point Iterations

Receipt and verification

First computed	2026-07-05T04:32:55.694194Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9221e0ad9afad2eb54bad5224f54bd4ec681507cba01c24d2ca67ffc65d338eb

Aliases

arxiv: 2202.02195 · arxiv_version: 2202.02195v2 · doi: 10.48550/arxiv.2202.02195 · pith_short_12: SIQ6BLM27LJO · pith_short_16: SIQ6BLM27LJOWVF2 · pith_short_8: SIQ6BLM2

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/SIQ6BLM27LJOWVF22URE6VF5J3 \
  | 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: 9221e0ad9afad2eb54bad5224f54bd4ec681507cba01c24d2ca67ffc65d338eb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "71f41cfc05aa7f4ee6601a35365e211f32b42e399db02bb870072badf59d4377",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-02-04T15:40:28Z",
    "title_canon_sha256": "30affab5c3c84a94c56d01991add02a958b9c78e52653119d694531fda18821d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.02195",
    "kind": "arxiv",
    "version": 2
  }
}