Pith Number

pith:G3X6Q6FW

pith:2024:G3X6Q6FW236HNI7P57LBXMASCB

not attested not anchored not stored refs pending

Multiscale Physics-Informed Neural Networks for the Inverse Design of Hyperuniform Optical Materials

Luca Dal Negro, Roberto Riganti, Salvatore Torquato, Wei Cai, Yilin Zhu

arxiv:2405.07878 v4 · 2024-05-13 · physics.optics · cond-mat.dis-nn · physics.app-ph

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\usepackage{pith}
\pithnumber{G3X6Q6FW236HNI7P57LBXMASCB}

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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

On understanding and overcoming spectral biases of deep neural network learning methods for solving PDEs

Receipt and verification

First computed	2026-07-05T11:06:20.929506Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

36efe878b6d6fc76a3efefd61bb012106f2d9d3d3515c641bda004d8653fcd2a

Aliases

arxiv: 2405.07878 · arxiv_version: 2405.07878v4 · doi: 10.48550/arxiv.2405.07878 · pith_short_12: G3X6Q6FW236H · pith_short_16: G3X6Q6FW236HNI7P · pith_short_8: G3X6Q6FW

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/G3X6Q6FW236HNI7P57LBXMASCB \
  | 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: 36efe878b6d6fc76a3efefd61bb012106f2d9d3d3515c641bda004d8653fcd2a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "de3651a92f35d2d78966a74c42307beace4ffeef44ba88565d86f96febb53629",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "physics.app-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.optics",
    "submitted_at": "2024-05-13T16:08:53Z",
    "title_canon_sha256": "c20d4512ad9c2826da90c84fd1614ba5bd103ee818d343a0f90047f74adf5a02"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.07878",
    "kind": "arxiv",
    "version": 4
  }
}