Pith Number

pith:OGJUPRA7

pith:2024:OGJUPRA7IUJYTSNC2NKPF4T2ZW

not attested not anchored not stored refs pending

Time-Series Classification for Dynamic Strategies in Multi-Step Forecasting

Grant Stevens, Riku Green, Telmo de Menezes e Silva Filho, Zahraa Abdallah

arxiv:2402.08373 v1 · 2024-02-13 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OGJUPRA7IUJYTSNC2NKPF4T2ZW}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Exposure Bias as Epistemic Underidentification in Recursive Forecasting

Expectations vs. Realities: The Cost of MSE-Optimal Forecasting Under Conditional Uncertainty

Deployment-Side Adaptiveness in Multi-Horizon Volatility Forecasting

Receipt and verification

First computed	2026-07-05T07:44:31.649841Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

719347c41f451389c9a2d354f2f27acd9ca1d4c07404932f69a0c9dea70f7a14

Aliases

arxiv: 2402.08373 · arxiv_version: 2402.08373v1 · doi: 10.48550/arxiv.2402.08373 · pith_short_12: OGJUPRA7IUJY · pith_short_16: OGJUPRA7IUJYTSNC · pith_short_8: OGJUPRA7

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/OGJUPRA7IUJYTSNC2NKPF4T2ZW \
  | 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: 719347c41f451389c9a2d354f2f27acd9ca1d4c07404932f69a0c9dea70f7a14

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c06ddd3b3f8f5dd324a2331669fa37001dd7fc21c29be36e69f23b04362d4e87",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-13T11:10:14Z",
    "title_canon_sha256": "dfe43f7c922942de30d2e0a69c6ca527c7e121e353668032a8e909c11514b841"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.08373",
    "kind": "arxiv",
    "version": 1
  }
}