Pith Number

pith:7AG4IS56

pith:2024:7AG4IS564LI3B3LT2WZ4P56AVO

not attested not anchored not stored refs pending

Time Series Foundational Models: Their Role in Anomaly Detection and Prediction

Ahan Bhatt, Alaa Al Ghazo, Amit Sheth, Chathurangi Shyalika, Harleen Kaur Bagga, Renjith Prasad

arxiv:2412.19286 v1 · 2024-12-26 · 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{7AG4IS564LI3B3LT2WZ4P56AVO}

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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.

Receipt and verification

First computed	2026-07-05T09:54:33.370940Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f80dc44bbee2d1b0ed73d5b3c7f7c0abb1958f9c7fac6952ff3c58292e913075

Aliases

arxiv: 2412.19286 · arxiv_version: 2412.19286v1 · doi: 10.48550/arxiv.2412.19286 · pith_short_12: 7AG4IS564LI3 · pith_short_16: 7AG4IS564LI3B3LT · pith_short_8: 7AG4IS56

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/7AG4IS564LI3B3LT2WZ4P56AVO \
  | 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: f80dc44bbee2d1b0ed73d5b3c7f7c0abb1958f9c7fac6952ff3c58292e913075

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fff7853fe13a78feab5ff21e19f7e2da12f09d65898134bf8cd2aa9aeffbef16",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-26T17:15:30Z",
    "title_canon_sha256": "71b4c43119f89325bd51615fcaea2271256f5cbdf0c2b562a0af683427c065d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19286",
    "kind": "arxiv",
    "version": 1
  }
}