Pith Number

pith:TBARESWI

pith:2025:TBARESWI6UTMLUZETHIQIOVYJL

not attested not anchored not stored refs pending

Repulsive Ensembles for Bayesian Inference in Physics-informed Neural Networks

Markus Heinonen, Niklas Wahlstr\"om, Philipp Pilar

arxiv:2505.17308 v1 · 2025-05-22 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{TBARESWI6UTMLUZETHIQIOVYJL}

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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

3 papers in Pith

Functional-prior-based approaches to Bayesian PDE-constrained inversion using physics-informed neural networks

Uncertainty Quantification in PINNs for Turbulent Flows: Bayesian Inference and Repulsive Ensembles

Receipt and verification

First computed	2026-07-05T11:08:24.181993Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9841124ac8f526c5d32499d1043ab84acd670473cbac0d033a1880a655feda81

Aliases

arxiv: 2505.17308 · arxiv_version: 2505.17308v1 · doi: 10.48550/arxiv.2505.17308 · pith_short_12: TBARESWI6UTM · pith_short_16: TBARESWI6UTMLUZE · pith_short_8: TBARESWI

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/TBARESWI6UTMLUZETHIQIOVYJL \
  | 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: 9841124ac8f526c5d32499d1043ab84acd670473cbac0d033a1880a655feda81

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "165724fd7460f309922851583d4efc6378046a74da936e57b2dec92a10c50730",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-05-22T21:58:40Z",
    "title_canon_sha256": "939bf1be31b913f67bef9630bef7ad9309463c4ecbcf0a40c483949e3f32a9f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.17308",
    "kind": "arxiv",
    "version": 1
  }
}