Pith Number

pith:Q7HSEGIS

pith:2021:Q7HSEGISGPDLXAR45ZAID54SJB

not attested not anchored not stored refs pending

Generalized Multimodal ELBO

Imant Daunhawer, Julia E. Vogt, Thomas M. Sutter

arxiv:2105.02470 v2 · 2021-05-06 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q7HSEGISGPDLXAR45ZAID54SJB}

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

5 papers in Pith

Why SGD is not Brownian Motion: A New Perspective on Stochastic Dynamics

Multi-Component VAE with Gaussian Markov Random Field

Diverse via bounded Agreement: Geometric Regularization for Multimodal Fusion

Emergent Communication for Co-constructed Emotion Between Embodied Agents via Collective Predictive Coding

GraphPL: Leveraging GNN for Efficient and Robust Modalities Imputation in Patchwork Learning

Receipt and verification

First computed	2026-07-05T02:52:16.284279Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

87cf22191233c6bb823cee4081f7924852da77ac2c89a5e53b9d97219ef6ed53

Aliases

arxiv: 2105.02470 · arxiv_version: 2105.02470v2 · doi: 10.48550/arxiv.2105.02470 · pith_short_12: Q7HSEGISGPDL · pith_short_16: Q7HSEGISGPDLXAR4 · pith_short_8: Q7HSEGIS

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/Q7HSEGISGPDLXAR45ZAID54SJB \
  | 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: 87cf22191233c6bb823cee4081f7924852da77ac2c89a5e53b9d97219ef6ed53

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3db485c6e1fedea10f5924079b282f6ab42638009520c000933aa7b6b8ed13e7",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-05-06T07:05:00Z",
    "title_canon_sha256": "d6d4c0311e68c426250af64250ff127e7678719a0fc37c56704cdb44f9afe74b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.02470",
    "kind": "arxiv",
    "version": 2
  }
}