Pith Number

pith:H42HCOTA

pith:2021:H42HCOTANPA3OFXQSMGTHJOIAY

not attested not anchored not stored refs pending

ScoreGrad: Multivariate Probabilistic Time Series Forecasting with Continuous Energy-based Generative Models

Hongwei Zhang, Tijin Yan, Tong Zhou, Yuanqing Xia, Yufeng Zhan

arxiv:2106.10121 v1 · 2021-06-18 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H42HCOTANPA3OFXQSMGTHJOIAY}

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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

4 papers in Pith

TooBad: Backdoor Diffusion Models with Ultra-Low Poison Rate and Imperceptible Trigger

Navigating the Safety-Fidelity Trade-off: Massive-Variate Time Series Forecasting for Power Systems via Probabilistic Scenarios

HyFAD: Hybrid Time-Frequency Diffusion with Frequency-Aware Embedding for Time Series Imputation

DeRegiME: Deep Regime Mixtures for Probabilistic Forecasting under Distribution Shift

Receipt and verification

First computed	2026-07-05T02:50:33.697110Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3f34713a606bc1b716f0930d33a5c8061f62d2189abf15a02e6bcf83e035bab9

Aliases

arxiv: 2106.10121 · arxiv_version: 2106.10121v1 · doi: 10.48550/arxiv.2106.10121 · pith_short_12: H42HCOTANPA3 · pith_short_16: H42HCOTANPA3OFXQ · pith_short_8: H42HCOTA

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/H42HCOTANPA3OFXQSMGTHJOIAY \
  | 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: 3f34713a606bc1b716f0930d33a5c8061f62d2189abf15a02e6bcf83e035bab9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "064127987a7754f473eb19f16905849ff1a48a2c952f87c14eeba2c59b6f9614",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-18T13:22:12Z",
    "title_canon_sha256": "7788059624a3fd1abd6bac42a05ad1e47e427800c65afdeeb8382322f98b9c29"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.10121",
    "kind": "arxiv",
    "version": 1
  }
}