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Pith Number

pith:3ECJSJEC

pith:2025:3ECJSJEC43MJD7FEKMB6IEFJVD
not attested not anchored not stored refs pending

Mixture of neural operator experts for learning boundary conditions and model selection

Dwyer Deighan, Jonas A. Actor, Ravi G. Patel

arxiv:2502.04562 v1 · 2025-02-06 · cs.LG · cs.NA · math.NA · physics.flu-dyn

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3ECJSJEC43MJD7FEKMB6IEFJVD}

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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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T10:10:53.461362Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d904992482e6d891fca45303e410a9a8c63c6339b03a34c53d9cef84470c6cb1

Aliases

arxiv: 2502.04562 · arxiv_version: 2502.04562v1 · doi: 10.48550/arxiv.2502.04562 · pith_short_12: 3ECJSJEC43MJ · pith_short_16: 3ECJSJEC43MJD7FE · pith_short_8: 3ECJSJEC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3ECJSJEC43MJD7FEKMB6IEFJVD \
  | 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: d904992482e6d891fca45303e410a9a8c63c6339b03a34c53d9cef84470c6cb1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5fbf7d1bc2343c243732778841ce3af35debd01be8ed3c2e9ba8e28d79edc341",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA",
      "physics.flu-dyn"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-06T23:29:32Z",
    "title_canon_sha256": "8e67daa0474634809a4de4db06186db02976fb79eb0ba4982f586bdd0ab09c11"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04562",
    "kind": "arxiv",
    "version": 1
  }
}