Pith Number

pith:7FPPALTI

pith:2024:7FPPALTIANX5DDKIQBYCDTSUPM

not attested not anchored not stored refs pending

Causal Concept Graph Models: Beyond Causal Opacity in Deep Learning

Alberto Termine, Gabriele Dominici, Giuseppe Marra, Marc Langheinrich, Martin Gjoreski, Mateo Espinosa Zarlenga, Pietro Barbiero

arxiv:2405.16507 v6 · 2024-05-26 · 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{7FPPALTIANX5DDKIQBYCDTSUPM}

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

5 papers in Pith

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

Measuring What Matters: Synthetic Benchmarks for Concept Bottleneck Models

If Concept Bottlenecks are the Question, are Foundation Models the Answer?

Prototype-Grounded Concept Models for Verifiable Concept Alignment

Receipt and verification

First computed	2026-07-05T10:42:35.197440Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f95ef02e68036fd18d48807021ce547b02ed02e65d603785888891d775b74f38

Aliases

arxiv: 2405.16507 · arxiv_version: 2405.16507v6 · doi: 10.48550/arxiv.2405.16507 · pith_short_12: 7FPPALTIANX5 · pith_short_16: 7FPPALTIANX5DDKI · pith_short_8: 7FPPALTI

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/7FPPALTIANX5DDKIQBYCDTSUPM \
  | 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: f95ef02e68036fd18d48807021ce547b02ed02e65d603785888891d775b74f38

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "573800945c20020c0e8c78f79fba6dad6d71a2c98894ad2087c8b8ae6650f06c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-26T10:15:20Z",
    "title_canon_sha256": "429074caf095a3264e0757e9182abade8f3c7fa2c2dfd794ccfb0c00365fcc88"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16507",
    "kind": "arxiv",
    "version": 6
  }
}