Pith Number

pith:V2VAX53E

pith:2024:V2VAX53EIXVZQLDQL4AYVFM72K

not attested not anchored not stored refs pending

A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction

Guangyu Wang, Jiabi Zhao, Jiafu Tang, Ming Gao, Yujie Chen, Zhiqiao Wu

arxiv:2409.17440 v1 · 2024-09-26 · 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{V2VAX53EIXVZQLDQL4AYVFM72K}

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

MoE Enhanced Federated Learning for Spatiotemporal Prediction

TSNN: A Non-parametric and Interpretable Framework for Traffic Time Series Forecasting

Receipt and verification

First computed	2026-07-05T09:11:54.068134Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aeaa0bf76445eb982c705f018a959fd2830178b2f3f30df85383eb112b7290d1

Aliases

arxiv: 2409.17440 · arxiv_version: 2409.17440v1 · doi: 10.48550/arxiv.2409.17440 · pith_short_12: V2VAX53EIXVZ · pith_short_16: V2VAX53EIXVZQLDQ · pith_short_8: V2VAX53E

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/V2VAX53EIXVZQLDQL4AYVFM72K \
  | 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: aeaa0bf76445eb982c705f018a959fd2830178b2f3f30df85383eb112b7290d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0770430adf15cecfcc35623043cbd35e2176cb38e021da75228a44a955800019",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-09-26T00:26:47Z",
    "title_canon_sha256": "3c7424250dcaf00fec6207a884b543aa21676533ce53a7d1a6b6c9370d533eb6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.17440",
    "kind": "arxiv",
    "version": 1
  }
}