Pith. sign in
Pith Number

pith:MA2R2VNP

pith:2025:MA2R2VNPC2537IDW3VNYSJZHTK
not attested not anchored not stored refs pending

Training Flexible Models of Genetic Variant Effects from Functional Annotations using Accelerated Linear Algebra

Alan N. Amin, Andres Potapczynski, Andrew Gordon Wilson

arxiv:2506.19598 v2 · 2025-06-24 · cs.LG · q-bio.PE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MA2R2VNPC2537IDW3VNYSJZHTK}

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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 2026-07-05T11:28:38.125145Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

60351d55af16bbbfa076dd5b8927279a888713f0945ba14f112fa259cb4fe834

Aliases

arxiv: 2506.19598 · arxiv_version: 2506.19598v2 · doi: 10.48550/arxiv.2506.19598 · pith_short_12: MA2R2VNPC253 · pith_short_16: MA2R2VNPC2537IDW · pith_short_8: MA2R2VNP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MA2R2VNPC2537IDW3VNYSJZHTK \
  | 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: 60351d55af16bbbfa076dd5b8927279a888713f0945ba14f112fa259cb4fe834
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "840b0f3927879fbb35c5c4f8114dbb0bd420cb2c5a3b69dc49d03764de4732bc",
    "cross_cats_sorted": [
      "q-bio.PE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-24T13:07:45Z",
    "title_canon_sha256": "e1b41f07e3e9f3af4174f5f6c3a620e83344134af17acb86377a18c33ecf0e86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.19598",
    "kind": "arxiv",
    "version": 2
  }
}