Pith Number

pith:SA3VEZA6

pith:2024:SA3VEZA6KFE6RHRL4RERSSMLSU

not attested not anchored not stored refs pending

Transforming Wearable Data into Personal Health Insights using Large Language Model Agents

Akshay Paruchuri, Cory Y. McLean, Daniel McDuff, Erik Schenck, Geza Kovacs, Hao-Wei Su, Jake Sunshine, Javier Perez, Jiening Zhan, Kumar Ayush, Mark Malhotra, Mike A. Merrill, Naghmeh Rezaei, Nova Hammerquist, Qian He, Shwetak Patel, Shyam Tailor, Tim Althoff, Xin Liu, Yun Liu

arxiv:2406.06464 v4 · 2024-06-10 · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SA3VEZA6KFE6RHRL4RERSSMLSU}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

1 paper in Pith

Query-Conditioned Graph Retrieval for Contextualized LLM Reasoning in Personalized Wearable Data

Receipt and verification

First computed	2026-07-05T12:06:45.653694Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

903752641e5149e89e2be44919498b953e5b13481be6de579effc8d28d955b2b

Aliases

arxiv: 2406.06464 · arxiv_version: 2406.06464v4 · doi: 10.48550/arxiv.2406.06464 · pith_short_12: SA3VEZA6KFE6 · pith_short_16: SA3VEZA6KFE6RHRL · pith_short_8: SA3VEZA6

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/SA3VEZA6KFE6RHRL4RERSSMLSU \
  | 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: 903752641e5149e89e2be44919498b953e5b13481be6de579effc8d28d955b2b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94b803495527f2a63c62b7454517eb346a35b00831ad0690b9bf9629f6dffe3b",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-10T17:00:54Z",
    "title_canon_sha256": "28c3dcc92afc80ab07b2c8eb5172636242fce349bb1d33df46f6d372cc5c5325"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.06464",
    "kind": "arxiv",
    "version": 4
  }
}