Pith Number

pith:KESYPJHS

pith:2024:KESYPJHSLJ4FJEZFDNSZUWMR2O

not attested not anchored not stored refs pending

Tree-Based Leakage Inspection and Control in Concept Bottleneck Models

Angelos Ragkousis, Sonali Parbhoo

arxiv:2410.06352 v1 · 2024-10-08 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KESYPJHSLJ4FJEZFDNSZUWMR2O}

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

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

In Defense of Information Leakage in Concept-based Models

Receipt and verification

First computed	2026-07-05T09:18:00.356072Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

512587a4f25a785493251b659a5991d3b229fecbf1698dde782226881e140afc

Aliases

arxiv: 2410.06352 · arxiv_version: 2410.06352v1 · doi: 10.48550/arxiv.2410.06352 · pith_short_12: KESYPJHSLJ4F · pith_short_16: KESYPJHSLJ4FJEZF · pith_short_8: KESYPJHS

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/KESYPJHSLJ4FJEZFDNSZUWMR2O \
  | 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: 512587a4f25a785493251b659a5991d3b229fecbf1698dde782226881e140afc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "721f0b721ab3c195ceb11a0a22db34b6637619dff967955dddb43ede3a675fea",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-08T20:42:19Z",
    "title_canon_sha256": "7710f921760d960e2dd143e80ed2575bc201f89175ecf1a0d0b33edc515ff5b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.06352",
    "kind": "arxiv",
    "version": 1
  }
}