Pith Number

pith:W7SMSYX6

pith:2024:W7SMSYX6ADZJ6QZMBSHM7XO55E

not attested not anchored not stored refs pending

Linearization Turns Neural Operators into Function-Valued Gaussian Processes

Emilia Magnani, Marvin Pf\"ortner, Philipp Hennig, Tobias Weber

arxiv:2406.05072 v2 · 2024-06-07 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W7SMSYX6ADZJ6QZMBSHM7XO55E}

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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

Locally Adaptive Conformal Inference for Operator Models

Receipt and verification

First computed	2026-07-05T10:07:42.049934Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7e4c962fe00f29f432c0c8ecfdddde905b0d7ae15eb9c4f9e8381be82886fef

Aliases

arxiv: 2406.05072 · arxiv_version: 2406.05072v2 · doi: 10.48550/arxiv.2406.05072 · pith_short_12: W7SMSYX6ADZJ · pith_short_16: W7SMSYX6ADZJ6QZM · pith_short_8: W7SMSYX6

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/W7SMSYX6ADZJ6QZMBSHM7XO55E \
  | 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: b7e4c962fe00f29f432c0c8ecfdddde905b0d7ae15eb9c4f9e8381be82886fef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "455affa4e60158ace8d709d9b72af8b57e7ce18e98e689882e136d17acfe55e4",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-07T16:43:54Z",
    "title_canon_sha256": "8dce29d642cb214a48e7df21d93feb6cef4af51880a4aa14625c86d4c8864277"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.05072",
    "kind": "arxiv",
    "version": 2
  }
}