Pith Number

pith:U2EV6LX3

pith:2021:U2EV6LX3ESRJQRXQGQR7AO4DUW

not attested not anchored not stored refs pending

Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting

Calvin Seward, Ingmar Schuster, Kashif Rasul, Roland Vollgraf

arxiv:2101.12072 v2 · 2021-01-28 · 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{U2EV6LX3ESRJQRXQGQR7AO4DUW}

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

TimePre: Bridging Accuracy, Efficiency, and Stability in Probabilistic Time-Series Forecasting

A Review of Diffusion-based Simulation-Based Inference: Foundations and Applications in Non-Ideal Data Scenarios

MR-ImagenTime: Multi-Resolution Time Series Generation through Dual Image Representations

Receipt and verification

First computed	2026-07-05T02:56:14.438879Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a6895f2efb24a29846f03423f03b83a5b5570a42ad11f3947fa52c48a8507c52

Aliases

arxiv: 2101.12072 · arxiv_version: 2101.12072v2 · doi: 10.48550/arxiv.2101.12072 · pith_short_12: U2EV6LX3ESRJ · pith_short_16: U2EV6LX3ESRJQRXQ · pith_short_8: U2EV6LX3

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/U2EV6LX3ESRJQRXQGQR7AO4DUW \
  | 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: a6895f2efb24a29846f03423f03b83a5b5570a42ad11f3947fa52c48a8507c52

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "731229ccfea3f88263b342c34359f954ff513195e81126080a2cb245f6d532cb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-28T15:46:10Z",
    "title_canon_sha256": "9835821a02b699722f0f05cf6d27d602096689e5b52cb27a424521f56f32b151"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.12072",
    "kind": "arxiv",
    "version": 2
  }
}