Pith Number

pith:FVANSPRA

pith:2025:FVANSPRATXVPWNFMEV7FQYHNM3

not attested not anchored not stored refs pending

Time2Lang: Bridging Time-Series Foundation Models and Large Language Models for Health Sensing Beyond Prompting

Amanda C Collins, Andrew Campbell, Arvind Pillai, Daniel M Mackin, Dimitris Spathis, Michael V Heinz, Nicholas C Jacobson, Subigya Nepal, Tess Z Griffin

arxiv:2502.07608 v3 · 2025-02-11 · cs.LG · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FVANSPRATXVPWNFMEV7FQYHNM3}

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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

4 papers in Pith

Gravity-Aware Hierarchical Routing for Lightweight SensorLLM on Human Activity Recognition

PULSE: Agentic Investigation with Passive Sensing for Proactive Intervention in Cancer Survivorship

LENS: LLM-Enabled Narrative Synthesis for Mental Health by Aligning Multimodal Sensing with Language Models

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

Receipt and verification

First computed	2026-07-05T10:55:30.454551Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d40d93e209deafb34ac257e5860ed66d12727be17f2b54ede5cd19bcc159e45

Aliases

arxiv: 2502.07608 · arxiv_version: 2502.07608v3 · doi: 10.48550/arxiv.2502.07608 · pith_short_12: FVANSPRATXVP · pith_short_16: FVANSPRATXVPWNFM · pith_short_8: FVANSPRA

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/FVANSPRATXVPWNFMEV7FQYHNM3 \
  | 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: 2d40d93e209deafb34ac257e5860ed66d12727be17f2b54ede5cd19bcc159e45

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c403a6f9946d3f14a06fc4b11ebf27810d2870d70a6b3173d796499ab5b0f2e",
    "cross_cats_sorted": [
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-11T14:58:54Z",
    "title_canon_sha256": "1c7a40bbe01f1e6479b9c94dc8d091d0a2d8777e401ae7b2e54544a9328c7e5d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.07608",
    "kind": "arxiv",
    "version": 3
  }
}