Pith Number

pith:VLTDQXI4

pith:2021:VLTDQXI4APIIU6HIQ3E6TQC4TD

not attested not anchored not stored refs pending

VCNet and Functional Targeted Regularization For Learning Causal Effects of Continuous Treatments

Dan Nicolae, Lizhen Nie, Mao Ye, Qiang Liu

arxiv:2103.07861 v1 · 2021-03-14 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{VLTDQXI4APIIU6HIQ3E6TQC4TD}

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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

Multi-Treatment-DML: Causal Estimation for Multi-Dimensional Continuous Treatments with Monotonicity Constraints in Personal Loan Risk Optimization

Receipt and verification

First computed	2026-07-05T02:22:45.763305Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aae6385d1c03d08a78e886c9e9c05c98d5884d264db8c4e09eb054185dcb1e17

Aliases

arxiv: 2103.07861 · arxiv_version: 2103.07861v1 · doi: 10.48550/arxiv.2103.07861 · pith_short_12: VLTDQXI4APII · pith_short_16: VLTDQXI4APIIU6HI · pith_short_8: VLTDQXI4

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/VLTDQXI4APIIU6HIQ3E6TQC4TD \
  | 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: aae6385d1c03d08a78e886c9e9c05c98d5884d264db8c4e09eb054185dcb1e17

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d8a8e1a61f0ba360e4c25ecdc924f5ad1836e0e1e7ab9d0457767fcfadcb2e45",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-14T07:37:28Z",
    "title_canon_sha256": "eebac49d82641a951226d26e2dd7415e1131d07d0f360cfdc7169d56cf611318"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.07861",
    "kind": "arxiv",
    "version": 1
  }
}