Pith. sign in
Pith Number

pith:6FKY4TW7

pith:2022:6FKY4TW7HIIWDNARGWBVXL77AO
not attested not anchored not stored refs pending

Interpretable Geometric Deep Learning via Learnable Randomness Injection

Mia Liu, Pan Li, Siqi Miao, Yunan Luo

arxiv:2210.16966 v2 · 2022-10-30 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6FKY4TW7HIIWDNARGWBVXL77AO}

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

Receipt and verification
First computed 2026-07-05T05:47:18.743632Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f1558e4edf3a1161b41135835bafff03806839e475ed2ccb65bd322885aca596

Aliases

arxiv: 2210.16966 · arxiv_version: 2210.16966v2 · doi: 10.48550/arxiv.2210.16966 · pith_short_12: 6FKY4TW7HIIW · pith_short_16: 6FKY4TW7HIIWDNAR · pith_short_8: 6FKY4TW7
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6FKY4TW7HIIWDNARGWBVXL77AO \
  | 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: f1558e4edf3a1161b41135835bafff03806839e475ed2ccb65bd322885aca596
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7a449b542bf96d8fc5a7c8b3f9332f275bca1a0a6435fe5489dba0baff5c380e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-30T22:24:43Z",
    "title_canon_sha256": "17193404aa444500a4aa081b4123220dd3583509c755efd0a23a3327f9b9e089"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.16966",
    "kind": "arxiv",
    "version": 2
  }
}