Pith Number

pith:5NWIK2BO

pith:2023:5NWIK2BOPA7AKXUEHIRT7LTGW3

not attested not anchored not stored refs pending

Counterfactual Explanations for Time Series Forecasting

Ioanna Miliou, Isak Samsten, Panagiotis Papapetrou, Zhendong Wang

arxiv:2310.08137 v1 · 2023-10-12 · 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{5NWIK2BOPA7AKXUEHIRT7LTGW3}

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

1 paper in Pith

When Do Corrective Features Help? An Agent for Corrective Feature Discovery on Black-Box Forecasters

Receipt and verification

First computed	2026-07-05T07:00:10.581963Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eb6c85682e783e055e843a233fae66b6f6aea53f75de737b4d437fc1d35f6171

Aliases

arxiv: 2310.08137 · arxiv_version: 2310.08137v1 · doi: 10.48550/arxiv.2310.08137 · pith_short_12: 5NWIK2BOPA7A · pith_short_16: 5NWIK2BOPA7AKXUE · pith_short_8: 5NWIK2BO

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/5NWIK2BOPA7AKXUEHIRT7LTGW3 \
  | 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: eb6c85682e783e055e843a233fae66b6f6aea53f75de737b4d437fc1d35f6171

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b686a9716d322011d2e602e8285e884526ff2c2af985240f666396078f05cfaf",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-12T08:51:59Z",
    "title_canon_sha256": "b4debce0ae8ffacf60a80e77857c3d3cb00f912145add56016ab2b6983f9d794"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.08137",
    "kind": "arxiv",
    "version": 1
  }
}