Pith. sign in
Pith Number

pith:2YEFV32B

pith:2024:2YEFV32BH47ISSJTAYPAKBZNMS
not attested not anchored not stored refs pending

How Deep is your Guess? A Fresh Perspective on Deep Learning for Medical Time-Series Imputation

Hugh Logan Ellis, Jun Wang, Linglong Qian, Richard Dobson, Robin Mitra, Tao Wang, Zina Ibrahim

arxiv:2407.08442 v2 · 2024-07-11 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{2YEFV32BH47ISSJTAYPAKBZNMS}

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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 2026-07-05T10:09:05.793900Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d6085aef413f3e894933061e05072d64882af55e545be3558cc3ff50ac4b0a5f

Aliases

arxiv: 2407.08442 · arxiv_version: 2407.08442v2 · doi: 10.48550/arxiv.2407.08442 · pith_short_12: 2YEFV32BH47I · pith_short_16: 2YEFV32BH47ISSJT · pith_short_8: 2YEFV32B
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2YEFV32BH47ISSJTAYPAKBZNMS \
  | 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: d6085aef413f3e894933061e05072d64882af55e545be3558cc3ff50ac4b0a5f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "43ef2330f4b6ec20f93ce5a71720fed37348190c71f5a7b6ad5202a68a161af2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-11T12:33:28Z",
    "title_canon_sha256": "c1407b33ce5d94bb905f99704fce558c66931195954e7b49b19db3e761744b00"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.08442",
    "kind": "arxiv",
    "version": 2
  }
}