Pith Number

pith:ZE2ZV2RM

pith:2025:ZE2ZV2RMXCKR4ICAMYSYD7SKBX

not attested not anchored not stored refs pending

Winner-takes-all for Multivariate Probabilistic Time Series Forecasting

Adrien Cort\'es, R\'emi Rehm, Victor Letzelter

arxiv:2506.05515 v2 · 2025-06-05 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZE2ZV2RMXCKR4ICAMYSYD7SKBX}

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

PrismFlow: Residual Dynamics for Flow Matching in Time-Series Generation

Parametric Prior Mapping Framework for Non-stationary Probabilistic Time Series Forecasting

ReNF: Rethinking the Design of Neural Long-Term Time Series Forecasters

Receipt and verification

First computed	2026-07-05T11:52:02.572379Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9359aea2cb8951e2040662581fe4a0def9e122482ca8cc010c8faeb24f831e9

Aliases

arxiv: 2506.05515 · arxiv_version: 2506.05515v2 · doi: 10.48550/arxiv.2506.05515 · pith_short_12: ZE2ZV2RMXCKR · pith_short_16: ZE2ZV2RMXCKR4ICA · pith_short_8: ZE2ZV2RM

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/ZE2ZV2RMXCKR4ICAMYSYD7SKBX \
  | 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: c9359aea2cb8951e2040662581fe4a0def9e122482ca8cc010c8faeb24f831e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "45390f8e8b02386efbbffdcbe856cd710ef5ef1a87eb5b6c11d6aac18cbac6a4",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-05T18:56:14Z",
    "title_canon_sha256": "b8f0854c79afc6c9f8c2fb1a961582d659463bc3fd85488d0330e0f943969935"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.05515",
    "kind": "arxiv",
    "version": 2
  }
}