Pith Number

pith:V2O26QHM

pith:2025:V2O26QHMDUEAKLCC6ZJ3GGHS5U

not attested not anchored not stored refs pending

Mitigating Spectral Bias in Neural Operators via High-Frequency Scaling for Physical Systems

Aniruddha Bora, George Em Karniadakis, Siavash Khodakarami, Vivek Oommen

arxiv:2503.13695 v1 · 2025-03-17 · cs.LG · physics.comp-ph

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\usepackage{pith}
\pithnumber{V2O26QHMDUEAKLCC6ZJ3GGHS5U}

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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

NUCLEUS-MoE: Unified Model of Pool Boiling for Liquid Cooling

A Greedy PDE Router for Blending Neural Operators and Classical Methods

MENO: MeanFlow-Enhanced Neural Operators for Dynamical Systems

Receipt and verification

First computed	2026-07-05T10:33:16.193693Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae9daf40ec1d08052c42f653b318f2ed00f870b9bb63d5c0c107b175eeaac513

Aliases

arxiv: 2503.13695 · arxiv_version: 2503.13695v1 · doi: 10.48550/arxiv.2503.13695 · pith_short_12: V2O26QHMDUEA · pith_short_16: V2O26QHMDUEAKLCC · pith_short_8: V2O26QHM

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/V2O26QHMDUEAKLCC6ZJ3GGHS5U \
  | 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: ae9daf40ec1d08052c42f653b318f2ed00f870b9bb63d5c0c107b175eeaac513

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c17e6882578709ebb4ff21624a8813df0feb8ad34255f14796dab905cd46c6fb",
    "cross_cats_sorted": [
      "physics.comp-ph"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-17T20:08:47Z",
    "title_canon_sha256": "ea741efcf6122f7a5c9ab1e7dbaaebc6ef35a05c994467905fc4cf5727150e7c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.13695",
    "kind": "arxiv",
    "version": 1
  }
}