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Pith Number

pith:KLEHETQM

pith:2025:KLEHETQM3CRT45RZUEEO346CFY
not attested not anchored not stored refs pending

Interpretable Reward Modeling with Active Concept Bottlenecks

Julia E. Vogt, Katarzyna Kobalczyk, Mihaela van der Schaar, Sonia Laguna

arxiv:2507.04695 v2 · 2025-07-07 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KLEHETQM3CRT45RZUEEO346CFY}

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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T11:39:56.062597Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

52c8724e0cd8a33e7639a108edf3c22e369b9b77abb5edf3757796278d8d2672

Aliases

arxiv: 2507.04695 · arxiv_version: 2507.04695v2 · doi: 10.48550/arxiv.2507.04695 · pith_short_12: KLEHETQM3CRT · pith_short_16: KLEHETQM3CRT45RZ · pith_short_8: KLEHETQM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KLEHETQM3CRT45RZUEEO346CFY \
  | 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: 52c8724e0cd8a33e7639a108edf3c22e369b9b77abb5edf3757796278d8d2672
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "50b4df82a213f8e1bb573094e07fd4268bc12207f4d8f1f2105261878a48808b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-07T06:26:04Z",
    "title_canon_sha256": "fe8677c63f6990ca298eb67f5832cbff6ff98206224ea9b3a135da9c774afd1b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.04695",
    "kind": "arxiv",
    "version": 2
  }
}