Pith. sign in
Pith Number

pith:WZN4NLFO

pith:2021:WZN4NLFOL7SKEBNOFJ3CDGH2GB
not attested not anchored not stored refs pending

Graphs as Tools to Improve Deep Learning Methods

Bastien Pasdeloup, Carlos Lassance, Lucas Drumetz, Mounia Hamidouche, Myriam Bontonou, Vincent Gripon

arxiv:2110.03999 v1 · 2021-10-08 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{WZN4NLFOL7SKEBNOFJ3CDGH2GB}

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 2026-07-05T03:20:59.638819Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b65bc6acae5fe4a205ae2a762198fa30477625ebc9be1dc4d53107e401ced5b5

Aliases

arxiv: 2110.03999 · arxiv_version: 2110.03999v1 · doi: 10.48550/arxiv.2110.03999 · pith_short_12: WZN4NLFOL7SK · pith_short_16: WZN4NLFOL7SKEBNO · pith_short_8: WZN4NLFO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WZN4NLFOL7SKEBNOFJ3CDGH2GB \
  | 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: b65bc6acae5fe4a205ae2a762198fa30477625ebc9be1dc4d53107e401ced5b5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4cc8b8c11654d447e30e2ecc50824c2e8269cbdfeee7aecac30797e47710ab98",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-08T09:38:05Z",
    "title_canon_sha256": "affa42a7c1953f3d4f08b68220ffcd866b07fa3c4b7dfc47570221fa90594c2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.03999",
    "kind": "arxiv",
    "version": 1
  }
}