Pith Number

pith:5SMLKRH6

pith:2024:5SMLKRH6MOHEQ3MJRMACRENFIL

not attested not anchored not stored refs pending

Energy-Based Concept Bottleneck Models: Unifying Prediction, Concept Intervention, and Probabilistic Interpretations

Hao Wang, Lu Mi, Xiaomeng Li, Xinyue Xu, Yi Qin

arxiv:2401.14142 v4 · 2024-01-25 · cs.CV · cs.AI · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5SMLKRH6MOHEQ3MJRMACRENFIL}

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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

Measuring What Matters: Synthetic Benchmarks for Concept Bottleneck Models

SynCB: A Synergy Concept-Based Model with Dynamic Routing Between Concepts and Complementary Neural Branches

Receipt and verification

First computed	2026-07-05T09:55:32.473944Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec98b544fe638e486d898b002891a542e08200ad105bd5be86bd646016280d4e

Aliases

arxiv: 2401.14142 · arxiv_version: 2401.14142v4 · doi: 10.48550/arxiv.2401.14142 · pith_short_12: 5SMLKRH6MOHE · pith_short_16: 5SMLKRH6MOHEQ3MJ · pith_short_8: 5SMLKRH6

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/5SMLKRH6MOHEQ3MJRMACRENFIL \
  | 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: ec98b544fe638e486d898b002891a542e08200ad105bd5be86bd646016280d4e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "304cd68d1a11f6075e23f985007014f4ebae88142e721a449c7c13a0d303cda9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-01-25T12:46:37Z",
    "title_canon_sha256": "2a294e507c4888ff2a2fc19f6705650c6318a60a390794db7cf68e6e8ea0ece9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.14142",
    "kind": "arxiv",
    "version": 4
  }
}