Pith Number

pith:HDC2WGIK

pith:2021:HDC2WGIKOJZEHE4IF2DI7YCQT6

not attested not anchored not stored refs pending

TrafficStream: A Streaming Traffic Flow Forecasting Framework Based on Graph Neural Networks and Continual Learning

Junshan Wang, Kunqing Xie, Xu Chen

arxiv:2106.06273 v1 · 2021-06-11 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HDC2WGIKOJZEHE4IF2DI7YCQT6}

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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

3 papers in Pith

STAGformer: A Spatio-temporal Agent Graph Transformer for Micro Mobility Demand Forecasting

CausalPOI: Spatio-Temporal Graph-Based Causal Modeling for Cold-Start POI Check-in Forecasting

From XXLTraffic to EvoXXLTraffic: Scaling Traffic Forecasting to Sensor-Evolving Networks

Receipt and verification

First computed	2026-07-05T02:48:28.266552Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

38c5ab190a72724393882e868fe0509f89918c1a5257b50e6d8065672bde0b1a

Aliases

arxiv: 2106.06273 · arxiv_version: 2106.06273v1 · doi: 10.48550/arxiv.2106.06273 · pith_short_12: HDC2WGIKOJZE · pith_short_16: HDC2WGIKOJZEHE4I · pith_short_8: HDC2WGIK

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/HDC2WGIKOJZEHE4IF2DI7YCQT6 \
  | 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: 38c5ab190a72724393882e868fe0509f89918c1a5257b50e6d8065672bde0b1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "448bdd22695f4f0f43b69ad75068265e49d4087b03eb7ac695343439422e8aef",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-11T09:42:37Z",
    "title_canon_sha256": "c23e4cfb0be9aa4eade8406c714ea36484ba6c5137e7defeb077fc9d9b9274fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.06273",
    "kind": "arxiv",
    "version": 1
  }
}