Pith Number

pith:QZHI6QNV

pith:2022:QZHI6QNVUNIS2BDAMHODYDB6HE

not attested not anchored not stored refs pending

Graph Rationalization with Environment-based Augmentations

Gang Liu, Jiaxin Xu, Meng Jiang, Tengfei Luo, Tong Zhao

arxiv:2206.02886 v2 · 2022-06-06 · cs.LG · 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{QZHI6QNVUNIS2BDAMHODYDB6HE}

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

1 paper in Pith

Learning Causality for Modern Machine Learning

Receipt and verification

First computed	2026-07-05T05:00:42.962065Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

864e8f41b5a3512d046061dc3c0c3e392e37311ddc02b80b703c2eae91a1312c

Aliases

arxiv: 2206.02886 · arxiv_version: 2206.02886v2 · doi: 10.48550/arxiv.2206.02886 · pith_short_12: QZHI6QNVUNIS · pith_short_16: QZHI6QNVUNIS2BDA · pith_short_8: QZHI6QNV

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/QZHI6QNVUNIS2BDAMHODYDB6HE \
  | 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: 864e8f41b5a3512d046061dc3c0c3e392e37311ddc02b80b703c2eae91a1312c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f907ccae8d34e83762d42a67f665269f79512ff0f1e4c404d347ab93b6de9e25",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-06T20:23:30Z",
    "title_canon_sha256": "7fd9c4941ecbe36af2b6b7c2675c5113ecad24cf4a66c13a3810d595865451c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.02886",
    "kind": "arxiv",
    "version": 2
  }
}