Pith Number

pith:ICMWXKSR

pith:2024:ICMWXKSRC5UIFLFCJ5IQRZIYPX

not attested not anchored not stored refs pending

AWARE Narrator and the Utilization of Large Language Models to Extract Behavioral Insights from Smartphone Sensing Data

Miu Kojima, Simon D'Alfonso, Tianyi Zhang

arxiv:2411.04691 v1 · 2024-11-07 · cs.HC · 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{ICMWXKSRC5UIFLFCJ5IQRZIYPX}

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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

2 papers in Pith

TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health

Do LLMs Need to See Everything? A Benchmark and Study of Failures in LLM-driven Smartphone Automation using Screentext vs. Screenshots

Receipt and verification

First computed	2026-07-05T09:32:23.913484Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40996baa51176882aca24f5108e5187ddb7d3db476ba8630ec5dfaa6b8f85941

Aliases

arxiv: 2411.04691 · arxiv_version: 2411.04691v1 · doi: 10.48550/arxiv.2411.04691 · pith_short_12: ICMWXKSRC5UI · pith_short_16: ICMWXKSRC5UIFLFC · pith_short_8: ICMWXKSR

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/ICMWXKSRC5UIFLFCJ5IQRZIYPX \
  | 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: 40996baa51176882aca24f5108e5187ddb7d3db476ba8630ec5dfaa6b8f85941

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3f570c57d1014a29407fc0f64bad399555225a927bff4af810cbfd9102c3d21b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2024-11-07T13:23:57Z",
    "title_canon_sha256": "c1a4ce92e9de6d0a9e4ddf992c2c2cad25f0ad492658503faed525ee3b6d582d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.04691",
    "kind": "arxiv",
    "version": 1
  }
}