Pith Number

pith:ABOG5RNW

pith:2023:ABOG5RNWVQRNR4FWUMORF7OJWL

not attested not anchored not stored refs pending

Surrogate uncertainty estimation for your time series forecasting black-box: learn when to trust

Alexey Zaytsev, Evgeny Sokolovskiy, Leonid Erlygin, Valeriia Baklanova, Vladimir Zholobov

arxiv:2302.02834 v2 · 2023-02-06 · 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{ABOG5RNWVQRNR4FWUMORF7OJWL}

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

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data

Receipt and verification

First computed	2026-07-05T09:05:08.953826Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

005c6ec5b6ac22d8f0b6a31d12fdc9b2c1e1cbd166ab8331d3c109a5de5cf8fb

Aliases

arxiv: 2302.02834 · arxiv_version: 2302.02834v2 · doi: 10.48550/arxiv.2302.02834 · pith_short_12: ABOG5RNWVQRN · pith_short_16: ABOG5RNWVQRNR4FW · pith_short_8: ABOG5RNW

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/ABOG5RNWVQRNR4FWUMORF7OJWL \
  | 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: 005c6ec5b6ac22d8f0b6a31d12fdc9b2c1e1cbd166ab8331d3c109a5de5cf8fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3ddb3e7a1d4cb11919db57ea99912a184e1ea2ca080650e22ab0ca97320b9e30",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-06T14:52:56Z",
    "title_canon_sha256": "7eccd4ab7459a28d81b783ff131256344ce4c42a87c9dfe8ed3112c245875ecd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.02834",
    "kind": "arxiv",
    "version": 2
  }
}