pith. sign in
Pith Number

pith:2PSSMFE3

pith:2025:2PSSMFE3NROENTLV2G3PPTVC2E
not attested not anchored not stored refs pending

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems

Aniri, Heng Tao Shen, Kaidi Xu, Tianlong Chen, Xiaoshuang Shi, Yue Zhang, Zhiyuan Wang

arxiv:2512.01556 v3 · 2025-12-01 · cs.AI · cs.CL · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2PSSMFE3NROENTLV2G3PPTVC2E}

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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

1 paper in Pith

Receipt and verification
First computed 2026-05-27T01:05:40.510835Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d3e526149b6c5c46cd75d1b6f7cea2d1372fb6c27dc2c26d379f6ef02c45c93e

Aliases

arxiv: 2512.01556 · arxiv_version: 2512.01556v3 · doi: 10.48550/arxiv.2512.01556 · pith_short_12: 2PSSMFE3NROE · pith_short_16: 2PSSMFE3NROENTLV · pith_short_8: 2PSSMFE3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2PSSMFE3NROENTLV2G3PPTVC2E \
  | 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: d3e526149b6c5c46cd75d1b6f7cea2d1372fb6c27dc2c26d379f6ef02c45c93e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e1053fdc25b73e96c8127c76233c90b5a3b786dee1844c549f7debf515e84464",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-12-01T11:27:09Z",
    "title_canon_sha256": "3a18533ef5fe064cfb7d7a754c1b0c480832a36dbdc69221ce79a82a35e85634"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.01556",
    "kind": "arxiv",
    "version": 3
  }
}