Pith Number

pith:AX27FERP

pith:2020:AX27FERPJLMBXRMJU4EL5NVNOJ

not attested not anchored not stored refs pending

Spatial-Temporal Transformer Networks for Traffic Flow Forecasting

Chunmiao Liu, Guo-jun Qi, Hongkai Xiong, Mingxing Xu, Weiyao Lin, Wenrui Dai, Xing Gao

arxiv:2001.02908 v2 · 2020-01-09 · eess.SP · 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{AX27FERPJLMBXRMJU4EL5NVNOJ}

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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

14 papers in Pith

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

Flowing With Purpose: Latent Action Guided Flow Matching Policies For Robotic Manipulation

Deep Spatio-Temporal Neural Network for Air Quality Reanalysis

Dimensional Balance Improves Large Scale Spatiotemporal Prediction Performance

Co-Evolving Latent Action World Models

Receipt and verification

First computed	2026-07-05T02:26:46.884160Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

05f5f2922f4ad81bc589a708beb6ad7267f2de86e422139d68e534d84ca41993

Aliases

arxiv: 2001.02908 · arxiv_version: 2001.02908v2 · doi: 10.48550/arxiv.2001.02908 · pith_short_12: AX27FERPJLMB · pith_short_16: AX27FERPJLMBXRMJ · pith_short_8: AX27FERP

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/AX27FERPJLMBXRMJU4EL5NVNOJ \
  | 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: 05f5f2922f4ad81bc589a708beb6ad7267f2de86e422139d68e534d84ca41993

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bbe84519720b55118de536fcb49ab912808886fbbd414f16f72d773e88a0a3d6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2020-01-09T10:21:04Z",
    "title_canon_sha256": "1438f62f6971ad713de2b303a96a8ae2fe5567bb9a229c2da265362ee27a14f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.02908",
    "kind": "arxiv",
    "version": 2
  }
}