Pith Number

pith:RPQYIR2N

pith:2024:RPQYIR2NA2U2IHHYIATGHNACPY

not attested not anchored not stored refs pending

Explaining Explainability: Recommendations for Effective Use of Concept Activation Vectors

Angus Nicolson, J. Alison Noble, Lisa Schut, Yarin Gal

arxiv:2404.03713 v2 · 2024-04-04 · cs.LG · cs.AI · cs.CV · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RPQYIR2NA2U2IHHYIATGHNACPY}

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

2 papers in Pith

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

E-TCAV: Formalizing Penultimate Proxies for Efficient Concept Based Interpretability

Receipt and verification

First computed	2026-07-05T10:13:39.419463Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8be184474d06a9a41cf8402663b4027e2cba6789077dbe0f579ef4d85d6a3f55

Aliases

arxiv: 2404.03713 · arxiv_version: 2404.03713v2 · doi: 10.48550/arxiv.2404.03713 · pith_short_12: RPQYIR2NA2U2 · pith_short_16: RPQYIR2NA2U2IHHY · pith_short_8: RPQYIR2N

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/RPQYIR2NA2U2IHHYIATGHNACPY \
  | 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: 8be184474d06a9a41cf8402663b4027e2cba6789077dbe0f579ef4d85d6a3f55

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7a1198f258f94f1855b4a64260b2897c277f58cd86dfd232c11c088d870f2476",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.HC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-04T17:46:20Z",
    "title_canon_sha256": "f08184f6846cbb247afb7d80b4ca3b89132432522f9dab99a3d475d757faa16b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.03713",
    "kind": "arxiv",
    "version": 2
  }
}