Pith Number

pith:SXG5YAB7

pith:2025:SXG5YAB7FD4EBPWSM3EOUKEJ22

not attested not anchored not stored refs pending

Diffusion Models for Time Series Forecasting: A Survey

Chen Su, Yan Song, Yuanhe Tian, Zhengzhou Cai, Zhuochao Chang, Zihong Zheng

arxiv:2507.14507 v2 · 2025-07-19 · stat.ML · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{SXG5YAB7FD4EBPWSM3EOUKEJ22}

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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

5 papers in Pith

Diffusion-Driven State Space Models

InduceKV: Fixed-Footprint Continual Adaptation of Multimodal LLMs via Inducing KV Memories

EMFusion: Uncertainty-Aware Conditional Diffusion Model for Multivariate Narrow-band Exposure Forecasting

Inverse Design for Conditional Distribution Matching

Causal Diffusion Models for Counterfactual Outcome Distributions in Longitudinal Data

Receipt and verification

First computed	2026-07-05T12:02:03.771601Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95cddc003f28f840bed266c8ea2889d6ab444657b75bb960cb7a8dfb31578eb4

Aliases

arxiv: 2507.14507 · arxiv_version: 2507.14507v2 · doi: 10.48550/arxiv.2507.14507 · pith_short_12: SXG5YAB7FD4E · pith_short_16: SXG5YAB7FD4EBPWS · pith_short_8: SXG5YAB7

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/SXG5YAB7FD4EBPWSM3EOUKEJ22 \
  | 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: 95cddc003f28f840bed266c8ea2889d6ab444657b75bb960cb7a8dfb31578eb4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d965645c59d5db4d8d1f54c1f5fe288601104b6b3f9a5b3ed63b0331d046e77b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-07-19T07:04:04Z",
    "title_canon_sha256": "e5add08851c8c466b3fb87f1fdce9c19a2ca786ecbe46fe0c65eaebaf9f36a41"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.14507",
    "kind": "arxiv",
    "version": 2
  }
}