Pith Number

pith:ZCIGAZX3

pith:2024:ZCIGAZX3BCEXGZM6XRYFUCC77F

not attested not anchored not stored refs pending

VAE-Var: Variational-Autoencoder-Enhanced Variational Assimilation

Lei Bai, Qilong Jia, Wei Xue, Yi Xiao

arxiv:2405.13711 v1 · 2024-05-22 · cs.LG · cs.AI · math.DS · physics.ao-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZCIGAZX3BCEXGZM6XRYFUCC77F}

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

1 paper in Pith

PnP-DA: Towards Principled Plug-and-Play Integration of Variational Data Assimilation and Generative Models

Receipt and verification

First computed	2026-07-05T08:22:06.207456Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c8906066fb088973659ebc705a085ff9736d8c33a2c5fd5f2233aae1defcd057

Aliases

arxiv: 2405.13711 · arxiv_version: 2405.13711v1 · doi: 10.48550/arxiv.2405.13711 · pith_short_12: ZCIGAZX3BCEX · pith_short_16: ZCIGAZX3BCEXGZM6 · pith_short_8: ZCIGAZX3

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/ZCIGAZX3BCEXGZM6XRYFUCC77F \
  | 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: c8906066fb088973659ebc705a085ff9736d8c33a2c5fd5f2233aae1defcd057

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49a4c88273d08240c42e20379b18915fae017e0dbd7cfe8a2ce87954d3dfee14",
    "cross_cats_sorted": [
      "cs.AI",
      "math.DS",
      "physics.ao-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-22T15:01:05Z",
    "title_canon_sha256": "4eafa1ab1bf37bdf9d0915767f3961d860470bd8f9ad1e436ea562676be97bc6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13711",
    "kind": "arxiv",
    "version": 1
  }
}