pith. sign in
Pith Number

pith:XET5WLQ4

pith:2019:XET5WLQ4ZF2O5JZG2XJMNSHEEZ
not attested not anchored not stored refs pending

Generative Adversarial Nets for Robust Scatter Estimation: A Proper Scoring Rule Perspective

Chao Gao, Weizhi Zhu, Yuan Yao

arxiv:1903.01944 v1 · 2019-03-05 · cs.LG · math.ST · stat.ML · stat.TH

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XET5WLQ4ZF2O5JZG2XJMNSHEEZ}

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 2026-05-17T23:51:59.398410Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b927db2e1cc974eea726d5d2c6c8e4267ba344230cb407fab6b7bd5735ceb157

Aliases

arxiv: 1903.01944 · arxiv_version: 1903.01944v1 · doi: 10.48550/arxiv.1903.01944 · pith_short_12: XET5WLQ4ZF2O · pith_short_16: XET5WLQ4ZF2O5JZG · pith_short_8: XET5WLQ4
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XET5WLQ4ZF2O5JZG2XJMNSHEEZ \
  | 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: b927db2e1cc974eea726d5d2c6c8e4267ba344230cb407fab6b7bd5735ceb157
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a518c510078dcdc0ec15cc7b0f3a6d2282011bf73ed7fd025ec06f2a442e2679",
    "cross_cats_sorted": [
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-03-05T17:29:04Z",
    "title_canon_sha256": "652ff937777581d3a96058e3b4dfbddc2b1f20571c3d0d7d84a3ccb80cca1017"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.01944",
    "kind": "arxiv",
    "version": 1
  }
}