Pith Number

pith:GMNC53EN

pith:2024:GMNC53ENGQMVGBKZX6GOASLMWE

not attested not anchored not stored refs pending

TraM : Enhancing User Sleep Prediction with Transformer-based Multivariate Time Series Modeling and Machine Learning Ensembles

Chanwoo Lee, Eunjee Choi, Jinjae Kim, Keunhee Cho, Minjeong Ma

arxiv:2410.11293 v1 · 2024-10-15 · 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{GMNC53ENGQMVGBKZX6GOASLMWE}

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.

Receipt and verification

First computed	2026-07-05T09:20:51.245786Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

331a2eec8d3419530559bf8ce0496cb10adea0fea16bc63a25851543f64b4583

Aliases

arxiv: 2410.11293 · arxiv_version: 2410.11293v1 · doi: 10.48550/arxiv.2410.11293 · pith_short_12: GMNC53ENGQMV · pith_short_16: GMNC53ENGQMVGBKZ · pith_short_8: GMNC53EN

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/GMNC53ENGQMVGBKZX6GOASLMWE \
  | 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: 331a2eec8d3419530559bf8ce0496cb10adea0fea16bc63a25851543f64b4583

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6384f91757e2486c0f12902af70a175293e73327fae07484de9bc46d22dc39c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-15T05:29:55Z",
    "title_canon_sha256": "f87806c950b5fecdf27723c2656a7f9e0649962863283b699384d51ca1dbaaa6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.11293",
    "kind": "arxiv",
    "version": 1
  }
}