Pith Number

pith:HZTPF4N2

pith:2019:HZTPF4N2PGCV5STJTZRKAPB2BF

not attested not anchored not stored refs pending

Counterfactual Evaluation of Treatment Assignment Functions with Networked Observational Data

Huan Liu, Jundong Li, Ruocheng Guo

arxiv:1912.10536 v1 · 2019-12-22 · cs.LG · stat.ME · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HZTPF4N2PGCV5STJTZRKAPB2BF}

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	2026-07-05T00:28:00.439756Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e66f2f1ba79855eca699e62a03c3a0950705824e12769e2e3d2a151f7f47d86

Aliases

arxiv: 1912.10536 · arxiv_version: 1912.10536v1 · doi: 10.48550/arxiv.1912.10536 · pith_short_12: HZTPF4N2PGCV · pith_short_16: HZTPF4N2PGCV5STJ · pith_short_8: HZTPF4N2

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/HZTPF4N2PGCV5STJTZRKAPB2BF \
  | 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: 3e66f2f1ba79855eca699e62a03c3a0950705824e12769e2e3d2a151f7f47d86

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5690e15df0a8d4736d71231bd0b35a37334765bb2fe627d1343d1017ef8a685",
    "cross_cats_sorted": [
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-22T21:13:10Z",
    "title_canon_sha256": "dcc91852884665ed0b25de9a7e83bfb989bc437800b4aeefa151a38df4473160"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.10536",
    "kind": "arxiv",
    "version": 1
  }
}