Pith Number

pith:W73CHX56

pith:2025:W73CHX56ZT7KEF7FOHB4ZOXKGU

not attested not anchored not stored refs pending

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection

Ao Li, Chen X. Chen, Ci Zhang, Geng Yuan, Huayu Li, Jin Lu, Shu-Fen Wung, Stuart F. Quan, William D.S. Killgore, Xiwen Chen, ZhengXiao He

arxiv:2501.16215 v2 · 2025-01-27 · cs.AI · cs.LG · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W73CHX56ZT7KEF7FOHB4ZOXKGU}

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

From Time Series Analysis to Question Answering: A Survey in the LLM Era

Receipt and verification

First computed	2026-07-05T11:39:47.670562Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7f623dfbeccfea217e571c3ccbaea353515f798441c72adc3240a30adc4161e

Aliases

arxiv: 2501.16215 · arxiv_version: 2501.16215v2 · doi: 10.48550/arxiv.2501.16215 · pith_short_12: W73CHX56ZT7K · pith_short_16: W73CHX56ZT7KEF7F · pith_short_8: W73CHX56

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/W73CHX56ZT7KEF7FOHB4ZOXKGU \
  | 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: b7f623dfbeccfea217e571c3ccbaea353515f798441c72adc3240a30adc4161e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40c0f8c6a91a0e67775a51eb829d495326d3556a3fb572e57b8e2001fb89c0a0",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-27T17:07:20Z",
    "title_canon_sha256": "930167d348a3df6fdba2b1aebdb28aaa2a6b282ad1847b56a2a56d411e6effda"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.16215",
    "kind": "arxiv",
    "version": 2
  }
}