Pith Number

pith:6VBO575F

pith:2024:6VBO575FCLILAC23QHTJ6XSOLC

not attested not anchored not stored refs pending

Comprehensive Survey of Complex-Valued Neural Networks: Insights into Backpropagation and Activation Functions

M. M. Hammad

arxiv:2407.19258 v1 · 2024-07-27 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6VBO575FCLILAC23QHTJ6XSOLC}

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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

Fast summation on rectangular cuboids with arbitrary periodicity in the DMK framework

Robust Filter Attention: Self-Attention as Precision-Weighted State Estimation

Complex-Valued GNNs for Distributed Basis-Invariant Control of Planar Systems

Receipt and verification

First computed	2026-07-05T08:49:16.501089Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f542eeffa512d0b00b5b81e69f5e4e58b21943fe98b2c0973ed0f33dfe25da3c

Aliases

arxiv: 2407.19258 · arxiv_version: 2407.19258v1 · doi: 10.48550/arxiv.2407.19258 · pith_short_12: 6VBO575FCLIL · pith_short_16: 6VBO575FCLILAC23 · pith_short_8: 6VBO575F

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/6VBO575FCLILAC23QHTJ6XSOLC \
  | 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: f542eeffa512d0b00b5b81e69f5e4e58b21943fe98b2c0973ed0f33dfe25da3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3cf846b2591c14c674961956f728a934dcff6640a8bf03e43cf136a5fa238fd4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-27T13:47:16Z",
    "title_canon_sha256": "0f4f80fd10f9ea5ec82c7398a7d6c828bc567f81016ddad1d1cb10aaa2121bec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.19258",
    "kind": "arxiv",
    "version": 1
  }
}