Pith. sign in
Pith Number

pith:JTWLMC2S

pith:2025:JTWLMC2SDJRXPWSUA2UN4WP7W7
not attested not anchored not stored refs pending

DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models

Bochao Zou, Chengbo He, Huimin Ma, Jiansheng Chen, Junliang Xing, Yuanchun Shi

arxiv:2505.19220 v1 · 2025-05-25 · cs.AI · cs.CY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JTWLMC2SDJRXPWSUA2UN4WP7W7}

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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.
Receipt and verification
First computed 2026-07-05T11:09:26.661166Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4cecb60b521a6377da5406a8de59ffb7e36f0c9786c4d34ed70bd61f56bf4719

Aliases

arxiv: 2505.19220 · arxiv_version: 2505.19220v1 · doi: 10.48550/arxiv.2505.19220 · pith_short_12: JTWLMC2SDJRX · pith_short_16: JTWLMC2SDJRXPWSU · pith_short_8: JTWLMC2S
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JTWLMC2SDJRXPWSUA2UN4WP7W7 \
  | 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: 4cecb60b521a6377da5406a8de59ffb7e36f0c9786c4d34ed70bd61f56bf4719
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5317524997b791931995bb262cbf9b7514ebd490f00676c353a8eca9346283c8",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-25T16:34:45Z",
    "title_canon_sha256": "3605935773d3ceaf60736812843813f2f36a333e10ea5d1ccf76c912b7fd4076"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.19220",
    "kind": "arxiv",
    "version": 1
  }
}