Pith Number

pith:3FIMH5FD

pith:2026:3FIMH5FDHFOU7STP6JRALMO3YY

not attested not anchored not stored refs pending

Signal or Noise? Understanding Generative Models for Real-World Sensor Time Series

Sirui Li, Tianhong Li, Yuntian Wu, Yuzhe Yang, Zitao Shuai, Zongzhe Xu

arxiv:2607.04245 v1 · 2026-07-05 · 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{3FIMH5FDHFOU7STP6JRALMO3YY}

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	2026-07-07T02:19:05.213241Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d950c3f4a3395d4fca6ff26205b1dbc60458f10dcf1d95224382907c786e2320

Aliases

arxiv: 2607.04245 · arxiv_version: 2607.04245v1 · doi: 10.48550/arxiv.2607.04245 · pith_short_12: 3FIMH5FDHFOU · pith_short_16: 3FIMH5FDHFOU7STP · pith_short_8: 3FIMH5FD

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/3FIMH5FDHFOU7STP6JRALMO3YY \
  | 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: d950c3f4a3395d4fca6ff26205b1dbc60458f10dcf1d95224382907c786e2320

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "262abbfcba1481198547068d549c1e5dc59d8d184d47bee5c62d91470df3733b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-05T11:45:20Z",
    "title_canon_sha256": "4b22e36d1686ae298a650baa15be360461614f731a62cf7bd38585b5dc29ed23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.04245",
    "kind": "arxiv",
    "version": 1
  }
}