Pith Number

pith:VCQMUJP4

pith:2021:VCQMUJP4IFXAOFVZUBRMI6URJJ

not attested not anchored not stored refs pending

Spatial Aggregation and Temporal Convolution Networks for Real-time Kriging

Aurelie Labbe, Dingyi Zhuang, Lijun Sun, Mengying Lei, Yuankai Wu

arxiv:2109.12144 v1 · 2021-09-24 · cs.LG

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\usepackage{pith}
\pithnumber{VCQMUJP4IFXAOFVZUBRMI6URJJ}

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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

5 papers in Pith

AdaKernel: Learning Adaptive Kernel Parameters for Spatiotemporal Graph Neural Networks

MoGERNN: An Inductive Traffic Predictor for Unobserved Locations

Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach

Bridge: Retrieval-Augmented Spatiotemporal Modeling for Urban Delivery Demand

Uniform Inductive Spatio-Temporal Kriging

Receipt and verification

First computed	2026-07-05T03:17:16.897380Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a8a0ca25fc416e0716b9a062c47a914a7f674c9bb427418facef230c52a3bb15

Aliases

arxiv: 2109.12144 · arxiv_version: 2109.12144v1 · doi: 10.48550/arxiv.2109.12144 · pith_short_12: VCQMUJP4IFXA · pith_short_16: VCQMUJP4IFXAOFVZ · pith_short_8: VCQMUJP4

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/VCQMUJP4IFXAOFVZUBRMI6URJJ \
  | 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: a8a0ca25fc416e0716b9a062c47a914a7f674c9bb427418facef230c52a3bb15

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0b67e3f93088856f7d6ac424b3e625df1cb6603aded9a1d8a91d6eb08ee4f76",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-24T18:43:07Z",
    "title_canon_sha256": "dc56e3e2e6b8a5217f9fef22d5ee6b983f7dc3192070fadfa7c931109b23cf62"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.12144",
    "kind": "arxiv",
    "version": 1
  }
}