Pith Number

pith:ZSZC5DJL

pith:2024:ZSZC5DJLJSWQ36NNRQ4CACJPPU

not attested not anchored not stored refs pending

Intervention-Aware Forecasting: Breaking Historical Limits from a System Perspective

Hao Wang, Qiang Xu, Zhijian Xu

arxiv:2405.13522 v3 · 2024-05-22 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZSZC5DJLJSWQ36NNRQ4CACJPPU}

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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

MacroLens: A Multi-Task Benchmark for Contextual Financial Reasoning under Macroeconomic Scenarios

GRAFT: Grid-Aware Load Forecasting with Multi-Source Textual Alignment and Fusion

Incident-Guided Spatiotemporal Traffic Forecasting

What if Tomorrow is the World Cup Final? Counterfactual Time Series Forecasting with Textual Conditions

Receipt and verification

First computed	2026-07-05T11:03:50.136547Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ccb22e8d2b4cad0df9ad8c3820092f7d2fd2d3fa62a8abdc032c692846022915

Aliases

arxiv: 2405.13522 · arxiv_version: 2405.13522v3 · doi: 10.48550/arxiv.2405.13522 · pith_short_12: ZSZC5DJLJSWQ · pith_short_16: ZSZC5DJLJSWQ36NN · pith_short_8: ZSZC5DJL

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/ZSZC5DJLJSWQ36NNRQ4CACJPPU \
  | 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: ccb22e8d2b4cad0df9ad8c3820092f7d2fd2d3fa62a8abdc032c692846022915

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70677cd9b1168cf62872ea99bdee1c1a1034b5df915a6b18c9f6b43aa54b6eaf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-22T10:45:50Z",
    "title_canon_sha256": "84eff6460568103a1dfd93d9aed696e615bd66c85101be2f620e2176c0569bb9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13522",
    "kind": "arxiv",
    "version": 3
  }
}