Pith Number

pith:YN4FI6NB

pith:2025:YN4FI6NBQXW5LUCSKDSHBVSKBP

not attested not anchored not stored refs pending

Stochastic Resonance Improves the Detection of Low Contrast Images in Deep Learning Models

Siegfried Ludwig

arxiv:2502.14442 v1 · 2025-02-20 · cs.CV · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YN4FI6NBQXW5LUCSKDSHBVSKBP}

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

1 paper in Pith

Task complexity shapes internal representations and robustness in neural networks

Receipt and verification

First computed	2026-07-05T10:17:26.541161Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3785479a185edd5d05250e470d64a0beb20834f7b9bd779f6eca7c05c26bc8e

Aliases

arxiv: 2502.14442 · arxiv_version: 2502.14442v1 · doi: 10.48550/arxiv.2502.14442 · pith_short_12: YN4FI6NBQXW5 · pith_short_16: YN4FI6NBQXW5LUCS · pith_short_8: YN4FI6NB

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/YN4FI6NBQXW5LUCSKDSHBVSKBP \
  | 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: c3785479a185edd5d05250e470d64a0beb20834f7b9bd779f6eca7c05c26bc8e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dacd5dd195cca6830cae4347b657c80062b142215669e7f2e3732846b0f8844d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-20T10:48:49Z",
    "title_canon_sha256": "5dd6cda10d124a9bd05792641294f9cc38963d7d2e29ed0f253c862c3bb472dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14442",
    "kind": "arxiv",
    "version": 1
  }
}