Pith Number

pith:65KJ24L5

pith:2023:65KJ24L5HRNJRILJ4CBHF3WJQ2

not attested not anchored not stored refs pending

Large-scale Training of Foundation Models for Wearable Biosignals

Andrew C. Miller, Ian Shapiro, Oussama Elachqar, Saba Emrani, Salar Abbaspourazad, Udhyakumar Nallasamy

arxiv:2312.05409 v2 · 2023-12-08 · cs.LG · cs.AI · eess.SP

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{65KJ24L5HRNJRILJ4CBHF3WJQ2}

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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

12 papers in Pith

The Bioelectrical Information Theory: Investigating the theoretical compression limit of bioelectrical signals under artificial intelligence

Device Passport: Enabling Spatio-Temporal Pretrained Models to Generalize Across Input Layouts

A robust PPG foundation model using multimodal physiological supervision

Next-Token Prediction Learns Generalisable Representations of Sleep Physiology

AURORA: Contextual Orthogonalization for Geometric Representation Learning in Healthcare Foundation Models

Receipt and verification

First computed	2026-07-05T07:52:59.613127Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7549d717d3c5a98a169e08272eec986b643e466c339fe77439707a1e520264a

Aliases

arxiv: 2312.05409 · arxiv_version: 2312.05409v2 · doi: 10.48550/arxiv.2312.05409 · pith_short_12: 65KJ24L5HRNJ · pith_short_16: 65KJ24L5HRNJRILJ · pith_short_8: 65KJ24L5

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/65KJ24L5HRNJRILJ4CBHF3WJQ2 \
  | 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: f7549d717d3c5a98a169e08272eec986b643e466c339fe77439707a1e520264a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "112c62ddcf1906bb616c2504d708026c92a00f70bb5214007d655cd5008954f1",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-08T23:44:34Z",
    "title_canon_sha256": "0b9027de4a795235413ae9cf5f5e10c7e9a04f4c33d69d614938346ff6d00523"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.05409",
    "kind": "arxiv",
    "version": 2
  }
}