Pith Number

pith:DG6RXXTD

pith:2024:DG6RXXTD7BPOITBNUTSBG5IFRW

not attested not anchored not stored refs pending

Training of Physical Neural Networks

Abu Sebastian, Ali Momeni, Anas Skalli, Andrea Al\`u, Andrea J. Liu, Aydogan Ozcan, Azalia Mirhoseini, Babak Rahmani, Benjamin Scellier, Cheng Zhang, Christophe Moser, Clara C. Wanjura, Daniel Brunner, Danijela Markovi\'c, Demetri Psaltis, Florian Marquardt, Francesco Morichetti, Ilker Oguz, Julie Grollier, Logan G. Wright, Manuel Le Gallo, Natalia G. Berloff, Peter L. McMahon, Philipp del Hougne, Romain Fleury, Sylvain Gigan, Tatsuhiro Onodera, Yuhang Li

arxiv:2406.03372 v1 · 2024-06-05 · physics.app-ph · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DG6RXXTD7BPOITBNUTSBG5IFRW}

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

Self-Organising Memristive Networks as Physical Learning Systems

Non-Volatile Vortex MTJs with Opto-Electrical and Spin-Diode Nonlinearities as Multifunctional Neuromorphic Platforms

Sequential Learning and Catastrophic Forgetting in Differentiable Resistor Networks

Coherent-State Propagation: A Computational Framework for Simulating Bosonic Quantum Systems

Receipt and verification

First computed	2026-07-05T08:27:55.615995Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19bd1bde63f85ee44c2da4e41375058d896d88556e3516ba3ebcad28535c22d5

Aliases

arxiv: 2406.03372 · arxiv_version: 2406.03372v1 · doi: 10.48550/arxiv.2406.03372 · pith_short_12: DG6RXXTD7BPO · pith_short_16: DG6RXXTD7BPOITBN · pith_short_8: DG6RXXTD

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/DG6RXXTD7BPOITBNUTSBG5IFRW \
  | 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: 19bd1bde63f85ee44c2da4e41375058d896d88556e3516ba3ebcad28535c22d5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1583c8901f5c7076d2154de5b73886090be160d8341a8a53ef7a805d4cc98a10",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.app-ph",
    "submitted_at": "2024-06-05T15:28:04Z",
    "title_canon_sha256": "c35d1e3f1401f240cd853f7151bdba7bd27220a58f17c9ab532ed2062d8c4ad9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.03372",
    "kind": "arxiv",
    "version": 1
  }
}