Pith Number

pith:RNK2EGQA

pith:2023:RNK2EGQACESOAZM4KIQWYNHRP6

not attested not anchored not stored refs pending

MOTOR: A Time-To-Event Foundation Model For Structured Medical Records

Ethan Steinberg, Jason Fries, Nigam Shah, Yizhe Xu

arxiv:2301.03150 v4 · 2023-01-09 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RNK2EGQACESOAZM4KIQWYNHRP6}

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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.

Cited by

6 papers in Pith

NEST: Nested Event Stream Transformer for Sequences of Multisets

DT-Transformer: A Foundation Model for Disease Trajectory Prediction on a Real-world Health System

Sparse Autoencoder Decomposition of Clinical Sequence Model Representations: Feature Complexity, Task Specialisation, and Mortality Prediction

FlatASCEND: Autoregressive Clinical Sequence Generation with Continuous Time Prediction and Association-Based Pharmacological Testing

Representation Before Training: A Fixed-Budget Benchmark for Generative Medical Event Models

Receipt and verification

First computed	2026-07-05T07:20:06.739606Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b55a21a001124e0659c52216c34f17faca67d281c93358b8edbd544300bff82

Aliases

arxiv: 2301.03150 · arxiv_version: 2301.03150v4 · doi: 10.48550/arxiv.2301.03150 · pith_short_12: RNK2EGQACESO · pith_short_16: RNK2EGQACESOAZM4 · pith_short_8: RNK2EGQA

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/RNK2EGQACESOAZM4KIQWYNHRP6 \
  | 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: 8b55a21a001124e0659c52216c34f17faca67d281c93358b8edbd544300bff82

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2436e819b4c00b5412b17c4d5d91ef597aeeb3d3dfc76f12b3a904746bff4b3a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-09T02:42:39Z",
    "title_canon_sha256": "e146ad063c6283754b9b1f68f4f21453ff21c2a385e262b92c68d81b0186f5e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.03150",
    "kind": "arxiv",
    "version": 4
  }
}