Pith Number

pith:WLHYXNSU

pith:2024:WLHYXNSUNKVELMJAB46RWOA2GN

not attested not anchored not stored refs pending

A federated large language model for long-term time series forecasting

A. Ben Hamza, Raed Abdel-Sater

arxiv:2407.20503 v1 · 2024-07-30 · 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{WLHYXNSUNKVELMJAB46RWOA2GN}

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

2 papers in Pith

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

Discrete Prototypical Memories for Federated Time Series Foundation Models

Receipt and verification

First computed	2026-07-05T08:49:59.118825Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b2cf8bb6546aaa45b1200f3d1b381a33611d306f9a78ce0041bb05b03e978c72

Aliases

arxiv: 2407.20503 · arxiv_version: 2407.20503v1 · doi: 10.48550/arxiv.2407.20503 · pith_short_12: WLHYXNSUNKVE · pith_short_16: WLHYXNSUNKVELMJA · pith_short_8: WLHYXNSU

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/WLHYXNSUNKVELMJAB46RWOA2GN \
  | 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: b2cf8bb6546aaa45b1200f3d1b381a33611d306f9a78ce0041bb05b03e978c72

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a46cb269e4ca42403da267c4d9ab942472e14b2659da7d761703ec0acc792c3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-30T02:38:27Z",
    "title_canon_sha256": "f796d02ab724c0e81f2444910c07239c30ff0c5f832a9ff00367e309e7381cf5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.20503",
    "kind": "arxiv",
    "version": 1
  }
}