Pith Number

pith:VLEBBCFB

pith:2025:VLEBBCFBEA27P5T2QZE2FIJUFT

not attested not anchored not stored refs pending

A Retrieval-Augmented Generation Approach to Extracting Algorithmic Logic from Neural Networks

Dmitry Ignatov, Radu Timofte, Waleed Khalid

arxiv:2512.04329 v2 · 2025-12-03 · cs.CV · cs.SE

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VLEBBCFBEA27P5T2QZE2FIJUFT}

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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

5 papers in Pith

Preparation of Fractal-Inspired Computational Architectures for Advanced Large Language Model Analysis

Enhancing LLM-Based Neural Network Generation: Few-Shot Prompting and Efficient Validation for Automated Architecture Design

Closed-Loop LLM Discovery of Non-Standard Channel Priors in Vision Models

Delta-Based Neural Architecture Search: LLM Fine-Tuning via Code Diffs

Receipt and verification

First computed	2026-05-20T00:02:59.717983Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aac81088a12035f7f67a8649a2a1342ceb742c5795d9b17dc6718592f55bd40c

Aliases

arxiv: 2512.04329 · arxiv_version: 2512.04329v2 · doi: 10.48550/arxiv.2512.04329 · pith_short_12: VLEBBCFBEA27 · pith_short_16: VLEBBCFBEA27P5T2 · pith_short_8: VLEBBCFB

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/VLEBBCFBEA27P5T2QZE2FIJUFT \
  | 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: aac81088a12035f7f67a8649a2a1342ceb742c5795d9b17dc6718592f55bd40c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "17af7db634772ac108a9171ea1ce112126cd138bf63833ccd45e08dd1384e429",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-12-03T23:28:30Z",
    "title_canon_sha256": "2eef789983ae09fec792776a72d479c8fc0f0e567bcea1fc70664e807d09d13d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.04329",
    "kind": "arxiv",
    "version": 2
  }
}