Pith Number

pith:WLAZJR2K

pith:2025:WLAZJR2K5XEMFRUOE2GSYZYFO2

not attested not anchored not stored refs pending

Principled Approaches for Extending Neural Architectures to Function Spaces for Operator Learning

Anima Anandkumar, Boris Bonev, Jean Kossaifi, Julius Berner, Kamyar Azizzadenesheli, Miguel Liu-Schiaffini, Valentin Duruisseaux

arxiv:2506.10973 v1 · 2025-06-12 · cs.LG · cs.AI · cs.NA · math.FA · math.NA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WLAZJR2K5XEMFRUOE2GSYZYFO2}

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

4 papers in Pith

Evaluating Operators for Acoustic Wave Simulation Correction

Higher-Order Fourier Neural Operator: Explicit Mode Mixer for Nonlinear PDEs

Limits of Resolution Equivariance in Fourier Neural Operators

Learning Neural Operator Surrogates for the Black Hole Accretion Code

Receipt and verification

First computed	2026-07-05T11:20:41.327770Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b2c194c74aedc8c2c68e268d2c670576ad7d26a1151b924b960716d399acffda

Aliases

arxiv: 2506.10973 · arxiv_version: 2506.10973v1 · doi: 10.48550/arxiv.2506.10973 · pith_short_12: WLAZJR2K5XEM · pith_short_16: WLAZJR2K5XEMFRUO · pith_short_8: WLAZJR2K

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/WLAZJR2K5XEMFRUOE2GSYZYFO2 \
  | 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: b2c194c74aedc8c2c68e268d2c670576ad7d26a1151b924b960716d399acffda

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a75a590395baf690ce541638c451b78e28dacf216668177b6127dc561e6bf72",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NA",
      "math.FA",
      "math.NA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-12T17:59:31Z",
    "title_canon_sha256": "6f77b0818372d2d7482c08ad3fdf68242d41631cffe36d4da7e4f94ceee521c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.10973",
    "kind": "arxiv",
    "version": 1
  }
}