Pith Number

pith:AMP4KZFF

pith:2021:AMP4KZFFFOGAJ2FL6XHYGHEZUD

not attested not anchored not stored refs pending

TS-MULE: Local Interpretable Model-Agnostic Explanations for Time Series Forecast Models

Daniel A. Keim, Daniel Seebacher, Duy Vo Lam, Udo Schlegel

arxiv:2109.08438 v1 · 2021-09-17 · 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{AMP4KZFFFOGAJ2FL6XHYGHEZUD}

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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

1 paper in Pith

On Identifying Why and When Foundation Models Perform Well on Time-Series Forecasting Using Automated Explanations and Rating

Receipt and verification

First computed	2026-07-05T03:15:15.975617Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

031fc564a52b8c04e8abf5cf831c99a0cdfde4c17ac00ace7a2a917a269b09f7

Aliases

arxiv: 2109.08438 · arxiv_version: 2109.08438v1 · doi: 10.48550/arxiv.2109.08438 · pith_short_12: AMP4KZFFFOGA · pith_short_16: AMP4KZFFFOGAJ2FL · pith_short_8: AMP4KZFF

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/AMP4KZFFFOGAJ2FL6XHYGHEZUD \
  | 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: 031fc564a52b8c04e8abf5cf831c99a0cdfde4c17ac00ace7a2a917a269b09f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6d45074a52ebaa64cfb3299819766d5c20091956f92483552f302a691044571",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-17T10:00:16Z",
    "title_canon_sha256": "99789762c35b4b13854e2dc1708a86e5e105c2b1fcea0f7b77d7e9f2b749f7ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.08438",
    "kind": "arxiv",
    "version": 1
  }
}