Pith Number

pith:KQV3JPWX

pith:2026:KQV3JPWXC3NW3FH23USEOAKRHZ

not attested not anchored not stored refs pending

Robustness of Deep Learning Models for PV Power Forecasting under NWP Forecast Errors: A Spatiotemporal and Physically Interpretable Analysis

Dandan Chen, Xuepeng Chen, Yan Zhao

arxiv:2607.12954 v1 · 2026-07-14 · physics.ao-ph · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KQV3JPWXC3NW3FH23USEOAKRHZ}

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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.

Receipt and verification

First computed	2026-07-15T01:22:27.609426Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

542bb4bed716db6d94fadd244701513e7dff01cf553063c3c68cfbf5f4952b69

Aliases

arxiv: 2607.12954 · arxiv_version: 2607.12954v1 · doi: 10.48550/arxiv.2607.12954 · pith_short_12: KQV3JPWXC3NW · pith_short_16: KQV3JPWXC3NW3FH2 · pith_short_8: KQV3JPWX

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/KQV3JPWXC3NW3FH23USEOAKRHZ \
  | 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: 542bb4bed716db6d94fadd244701513e7dff01cf553063c3c68cfbf5f4952b69

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c934d6656eb6e5b4c30c270dc00933804d5d01ed687c932b3b2b984b014809d1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.ao-ph",
    "submitted_at": "2026-07-14T16:48:07Z",
    "title_canon_sha256": "6e069d01bf9fdf952515cffc6e50deeb1531a0629ea707dbcadf544d5a73cba9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.12954",
    "kind": "arxiv",
    "version": 1
  }
}