Pith Number

pith:SVPP5BZ4

pith:2021:SVPP5BZ4KRL3U3BYV6Z66AFFC5

not attested not anchored not stored refs pending

Promises and Pitfalls of Black-Box Concept Learning Models

Anita Mahinpei, Finale Doshi-Velez, Isaac Lage, Justin Clark, Weiwei Pan

arxiv:2106.13314 v1 · 2021-06-24 · cs.LG · 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{SVPP5BZ4KRL3U3BYV6Z66AFFC5}

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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

15 papers in Pith

Concept Flow Models: Anchoring Concept-Based Reasoning with Hierarchical Bottlenecks

In Defense of Information Leakage in Concept-based Models

Caption Bottleneck Models

Spatially Grounded Concept Bottleneck Models via Part-Factorized Attention

Measuring What Matters: Synthetic Benchmarks for Concept Bottleneck Models

Receipt and verification

First computed	2026-07-05T02:52:18.047594Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

955efe873c5457ba6c38afb3ef00a51763176a1b821fb80f8acd7229dcc2aebc

Aliases

arxiv: 2106.13314 · arxiv_version: 2106.13314v1 · doi: 10.48550/arxiv.2106.13314 · pith_short_12: SVPP5BZ4KRL3 · pith_short_16: SVPP5BZ4KRL3U3BY · pith_short_8: SVPP5BZ4

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/SVPP5BZ4KRL3U3BYV6Z66AFFC5 \
  | 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: 955efe873c5457ba6c38afb3ef00a51763176a1b821fb80f8acd7229dcc2aebc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34fbe49407ba0f529a37d53190fff7bcb4c09ee228e8c6040bf093ef997c8725",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-24T21:00:28Z",
    "title_canon_sha256": "561167027eb5df0b0e3b15939d6c854a35173a5f3a6b85bb8d05dcbca79e2337"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.13314",
    "kind": "arxiv",
    "version": 1
  }
}