Pith Number

pith:A3R52Q4P

pith:2024:A3R52Q4PWI2EU4ON3XN5U7622I

not attested not anchored not stored refs pending

Visual-TCAV: Concept-based Attribution and Saliency Maps for Post-hoc Explainability in Image Classification

Antonio De Santis, Marco Brambilla, Matteo Bianchi, Riccardo Campi

arxiv:2411.05698 v3 · 2024-11-08 · cs.CV · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{A3R52Q4PWI2EU4ON3XN5U7622I}

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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

A Framework for Evaluating Zero-Shot Image Generation in Concept-based Explainability

$\alpha$-TCAV: A Unified Framework for Testing with Concept Activation Vectors

Receipt and verification

First computed	2026-06-10T01:09:13.808785Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06e3dd438fb2344a71cddddbda7fdad239c0d0ced5a2548845d7506974f54a98

Aliases

arxiv: 2411.05698 · arxiv_version: 2411.05698v3 · doi: 10.48550/arxiv.2411.05698 · pith_short_12: A3R52Q4PWI2E · pith_short_16: A3R52Q4PWI2EU4ON · pith_short_8: A3R52Q4P

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/A3R52Q4PWI2EU4ON3XN5U7622I \
  | 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: 06e3dd438fb2344a71cddddbda7fdad239c0d0ced5a2548845d7506974f54a98

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7fb531b0aa1939e2faad8127daae9160d687e45bcd70970a495ca381439cf466",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-11-08T16:52:52Z",
    "title_canon_sha256": "86254e84cd1e9410accab577d74f27a798ce76075c4eea6236a480e78e737477"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.05698",
    "kind": "arxiv",
    "version": 3
  }
}