Pith Number

pith:HWXC35ZF

pith:2023:HWXC35ZFG43W24JAVX4IM6DRZS

not attested not anchored not stored refs pending

Evolutionary algorithms as an alternative to backpropagation for supervised training of Biophysical Neural Networks and Neural ODEs

Eli Shlizerman, Eric Shea-Brown, James Hazelden, Yuhan Helena Liu

arxiv:2311.10869 v2 · 2023-11-17 · q-bio.NC · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HWXC35ZFG43W24JAVX4IM6DRZS}

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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

2 papers in Pith

State-Space NTK Collapse Near Bifurcations

The Global Empirical NTK: Self-Referential Bias and Dimensionality of Gradient Descent Learning

Receipt and verification

First computed	2026-07-05T07:14:59.241722Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3dae2df72537376d7120adf8867871cc99a8029f42e1939460e035d810b6af2d

Aliases

arxiv: 2311.10869 · arxiv_version: 2311.10869v2 · doi: 10.48550/arxiv.2311.10869 · pith_short_12: HWXC35ZFG43W · pith_short_16: HWXC35ZFG43W24JA · pith_short_8: HWXC35ZF

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/HWXC35ZFG43W24JAVX4IM6DRZS \
  | 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: 3dae2df72537376d7120adf8867871cc99a8029f42e1939460e035d810b6af2d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c8d03464ada79db2d02de6aba0a9fc5bb0ac0c21ba1fee872c5888c8c97e42ec",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-bio.NC",
    "submitted_at": "2023-11-17T20:59:57Z",
    "title_canon_sha256": "87a04caea51eb155df42235c999985a1a490ec491f0d5cd2ad28b2eb934adcd0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.10869",
    "kind": "arxiv",
    "version": 2
  }
}