Pith Number

pith:EP7KBDW4

pith:2021:EP7KBDW4ISVN7LWC4CXV4WLZ5K

not attested not anchored not stored refs pending

Discrete Graph Structure Learning for Forecasting Multiple Time Series

Chao Shang, Jie Chen, Jinbo Bi

arxiv:2101.06861 v3 · 2021-01-18 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EP7KBDW4ISVN7LWC4CXV4WLZ5K}

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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

4 papers in Pith

Once-for-All: Scalable Simultaneous Forecasting via Equilibrium State Estimation

Deep Learning Surrogates for Emulating Stochastic Climate Tipping Dynamics

SpatialEpiBench: Benchmarking Spatial Information and Epidemic Priors in Forecasting

GAMMA-Net: Adaptive Long-Horizon Traffic Spatio-Temporal Forecasting Model based on Interleaved Graph Attention and Multi-Axis Mamba

Receipt and verification

First computed	2026-07-05T02:33:57.037102Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

23fea08edc44aadfaec2e0af5e5979eab780866dbc1622f6d7a2be359a991b5a

Aliases

arxiv: 2101.06861 · arxiv_version: 2101.06861v3 · doi: 10.48550/arxiv.2101.06861 · pith_short_12: EP7KBDW4ISVN · pith_short_16: EP7KBDW4ISVN7LWC · pith_short_8: EP7KBDW4

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/EP7KBDW4ISVN7LWC4CXV4WLZ5K \
  | 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: 23fea08edc44aadfaec2e0af5e5979eab780866dbc1622f6d7a2be359a991b5a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b46578b2eb3744f8f9e27cb80d747ad0f445d06947e2bde3a079491008eaf5da",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-18T03:36:33Z",
    "title_canon_sha256": "4886be4bb0d257ec0bdc06e572a30329c7b424917eca21cb3afb1e1cef28bf3f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.06861",
    "kind": "arxiv",
    "version": 3
  }
}