Pith Number

pith:VIS2QJPK

pith:2024:VIS2QJPKADEETGIXJDBR4SXYSS

not attested not anchored not stored refs pending

Uncertainty estimation for time series classification: Exploring predictive uncertainty in transformer-based models for variable stars

Cristobal Donoso-Oliva, Daniel Moreno-Cartagena, Guillermo Cabrera-Vives, Ignacio Becker, Martina C\'adiz-Leyton, Pavlos Protopapas

arxiv:2412.10528 v1 · 2024-12-13 · astro-ph.IM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VIS2QJPKADEETGIXJDBR4SXYSS}

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.

Receipt and verification

First computed	2026-07-05T11:33:48.791328Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa25a825ea00c849991748c31e4af894b6dd828cd87cb54e1ab264ba54c1bd9c

Aliases

arxiv: 2412.10528 · arxiv_version: 2412.10528v1 · doi: 10.48550/arxiv.2412.10528 · pith_short_12: VIS2QJPKADEE · pith_short_16: VIS2QJPKADEETGIX · pith_short_8: VIS2QJPK

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/VIS2QJPKADEETGIXJDBR4SXYSS \
  | 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: aa25a825ea00c849991748c31e4af894b6dd828cd87cb54e1ab264ba54c1bd9c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "960f06b98c48b85d2ad0c498f48f4d25705f63b1768227e79b92230e574157a1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "astro-ph.IM",
    "submitted_at": "2024-12-13T19:46:47Z",
    "title_canon_sha256": "1b314a66430a7fa4305951a8600db9954861c02e25a235a44fc413311a39eafd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10528",
    "kind": "arxiv",
    "version": 1
  }
}