Pith. sign in
Pith Number

pith:MIVZPVIP

pith:2025:MIVZPVIPGPVXALAGHPEIQPZXMO
not attested not anchored not stored refs pending

Keras Sig: Efficient Path Signature Computation on GPU in Keras 3

Hugo Inzirillo, R\'emi Genet

arxiv:2501.08455 v1 · 2025-01-14 · cs.LG · cs.DC

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

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 2026-07-05T10:01:20.204658Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

622b97d50f33eb702c063bc8883f3763bdd18efc111ae18c82c99190323d686e

Aliases

arxiv: 2501.08455 · arxiv_version: 2501.08455v1 · doi: 10.48550/arxiv.2501.08455 · pith_short_12: MIVZPVIPGPVX · pith_short_16: MIVZPVIPGPVXALAG · pith_short_8: MIVZPVIP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MIVZPVIPGPVXALAGHPEIQPZXMO \
  | 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: 622b97d50f33eb702c063bc8883f3763bdd18efc111ae18c82c99190323d686e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d5e98a6be73f2261d056646816e916753683124776d209fd6edfeb8dda580937",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-14T22:00:01Z",
    "title_canon_sha256": "1a10331040559837cf7cfba855c9135386bd475d933c2a0bd7ba84dc1a4a5d1a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.08455",
    "kind": "arxiv",
    "version": 1
  }
}