Pith Number

pith:MXDVOTWU

pith:2025:MXDVOTWUGNPAPFAF7BVARCZI34

not attested not anchored not stored refs pending

Beyond Sensor Data: Foundation Models of Behavioral Data from Wearables Improve Health Predictions

Eray Erturk, Fahad Kamran, Harsh Sharma, Joseph Futoma, Nicholas J Foti, Salar Abbaspourazad, Sean Jewell, Sinead Williamson, Yujie Li

arxiv:2507.00191 v1 · 2025-06-30 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MXDVOTWUGNPAPFAF7BVARCZI34}

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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

5 papers in Pith

Physical activities enable scalable foundation modelling for broad-spectrum health prediction

Retrieval-Augmented Personalization with Foundation Models for Wearable Stress Detection

Foundation Models Defining A New Era In Sensor-based Human Activity Recognition: A Survey And Outlook

Physiology-Aware Masked Cross-Modal Reconstruction for Biosignal Representation Learning

Wearable AI in the Era of Large Sensor Models

Receipt and verification

First computed	2026-07-05T11:29:38.916380Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65c7574ed4335e079405f86a088b28df3297a424974857e124e6f9076468384c

Aliases

arxiv: 2507.00191 · arxiv_version: 2507.00191v1 · doi: 10.48550/arxiv.2507.00191 · pith_short_12: MXDVOTWUGNPA · pith_short_16: MXDVOTWUGNPAPFAF · pith_short_8: MXDVOTWU

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/MXDVOTWUGNPAPFAF7BVARCZI34 \
  | 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: 65c7574ed4335e079405f86a088b28df3297a424974857e124e6f9076468384c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "09092044a1083d30ac1e3d4b3d99744c89e335ea5f10b1e9404da404014a6b26",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-30T19:01:00Z",
    "title_canon_sha256": "c91c4d3a5d76b3fab82d7478ab7f7df35f3a8d21758bd8e0967213de9606c696"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.00191",
    "kind": "arxiv",
    "version": 1
  }
}