Pith Number

pith:KOUN7WNL

pith:2022:KOUN7WNLKWMCVKMFRB24256ICQ

not attested not anchored not stored refs pending

Causally-guided Regularization of Graph Attention Improves Generalizability

Alexander P. Wu, Bonnie Berger, Nils Hammerla, Rohit Singh, Thomas Markovich

arxiv:2210.10946 v3 · 2022-10-20 · 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{KOUN7WNLKWMCVKMFRB24256ICQ}

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	2026-07-05T05:46:52.349821Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53a8dfd9ab55982aa9858875cd77c81428a0e8af9565da6a0913f15adcdca69f

Aliases

arxiv: 2210.10946 · arxiv_version: 2210.10946v3 · doi: 10.48550/arxiv.2210.10946 · pith_short_12: KOUN7WNLKWMC · pith_short_16: KOUN7WNLKWMCVKMF · pith_short_8: KOUN7WNL

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/KOUN7WNLKWMCVKMFRB24256ICQ \
  | 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: 53a8dfd9ab55982aa9858875cd77c81428a0e8af9565da6a0913f15adcdca69f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4152c922f653f87cbc6af5567519c9ad38dfce9435f5fc5dd687775c21d06865",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-20T01:29:10Z",
    "title_canon_sha256": "fdab287f553605c7b819fda95b8c0bf783ea16a3577d57279bae0b87f06ccdc2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.10946",
    "kind": "arxiv",
    "version": 3
  }
}