Pith Number

pith:PBAMEC3K

pith:2019:PBAMEC3KXFTKMUCMEMKFJUVVFX

not attested not anchored not stored refs pending

Smooth Grad-CAM++: An Enhanced Inference Level Visualization Technique for Deep Convolutional Neural Network Models

Celia Cintas, Daniel Omeiza, Komminist Weldermariam, Skyler Speakman

arxiv:1908.01224 v1 · 2019-08-03 · cs.CV

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\usepackage{pith}
\pithnumber{PBAMEC3KXFTKMUCMEMKFJUVVFX}

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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

PhaseWin: An Efficient Search Algorithm for Faithful Visual Attribution

TEVI: Text-Conditioned Editing of Visual Representations via Sparse Autoencoders for Improved Vision-Language Alignment

AIM: Adversarial Information Masking for Faithfulness Evaluation of Saliency Maps

FOCUS: Fused Observation of Channels for Unveiling Spectra

How Can One Choose the Best CAM-Based Explainability Method for a CNN Model?

Receipt and verification

First computed	2026-07-04T23:51:28.226412Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7840c20b6ab966a6504c231454d2b52dea031a475595dfd7c9fab7f142cd4873

Aliases

arxiv: 1908.01224 · arxiv_version: 1908.01224v1 · doi: 10.48550/arxiv.1908.01224 · pith_short_12: PBAMEC3KXFTK · pith_short_16: PBAMEC3KXFTKMUCM · pith_short_8: PBAMEC3K

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/PBAMEC3KXFTKMUCMEMKFJUVVFX \
  | 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: 7840c20b6ab966a6504c231454d2b52dea031a475595dfd7c9fab7f142cd4873

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "326cea76bc9b7d5c4a98682b063364bba0f58c4c5666236f66d73b1c56a45d1f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-08-03T20:09:40Z",
    "title_canon_sha256": "4ce0c682f984ebab11de569d4d5cffb3a281f70b5f5ae50dfa99f0849e554b12"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.01224",
    "kind": "arxiv",
    "version": 1
  }
}