Pith Number

pith:VX6UQKZU

pith:2024:VX6UQKZUTXCOQ2QYAD534RSXTR

not attested not anchored not stored refs pending

Personalized Federated Learning for Spatio-Temporal Forecasting: A Dual Semantic Alignment-Based Contrastive Approach

Jingjing Xue, Min Liu, Qingxiang Liu, Sheng Sun, Yuxuan Liang

arxiv:2404.03702 v1 · 2024-04-04 · 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{VX6UQKZUTXCOQ2QYAD534RSXTR}

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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.

Cited by

1 paper in Pith

F2STNet: Fair and Federated Spectral-Temporal Modeling for Graph Forecasting

Receipt and verification

First computed	2026-07-05T08:04:40.246579Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

adfd482b349dc4e86a1800fbbe46579c62e64156d61fb4b1e90726a98b87c0ec

Aliases

arxiv: 2404.03702 · arxiv_version: 2404.03702v1 · doi: 10.48550/arxiv.2404.03702 · pith_short_12: VX6UQKZUTXCO · pith_short_16: VX6UQKZUTXCOQ2QY · pith_short_8: VX6UQKZU

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/VX6UQKZUTXCOQ2QYAD534RSXTR \
  | 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: adfd482b349dc4e86a1800fbbe46579c62e64156d61fb4b1e90726a98b87c0ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e448868f4341e5ef57db63f2c942484bb62af57d2feb33aa32882e0b894947c4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-04T02:43:56Z",
    "title_canon_sha256": "6a7a82e0bddd4de3177c2df1e67cc4042b2d2c792e7f2313fd7f84f85f6e51a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.03702",
    "kind": "arxiv",
    "version": 1
  }
}