Pith. sign in
Pith Number

pith:LVVX6ARA

pith:2025:LVVX6ARACXP4Y5FNCX7VOEE7NE
not attested not anchored not stored refs pending

Improving Prediction Certainty Estimation for Reliable Early Exiting via Null Space Projection

Duoqian Miao, Hongyun Zhang, Jianing He, Qi Zhang, Shufeng Hao, Yi Kun, Zhihua Wei

arxiv:2506.17249 v1 · 2025-06-08 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{LVVX6ARACXP4Y5FNCX7VOEE7NE}

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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 2026-07-05T11:25:14.278238Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

5d6b7f022015dfcc74ad15ff57109f69390a5f1e175621de2ea418f519a39ee8

Aliases

arxiv: 2506.17249 · arxiv_version: 2506.17249v1 · doi: 10.48550/arxiv.2506.17249 · pith_short_12: LVVX6ARACXP4 · pith_short_16: LVVX6ARACXP4Y5FN · pith_short_8: LVVX6ARA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/LVVX6ARACXP4Y5FNCX7VOEE7NE \
  | 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: 5d6b7f022015dfcc74ad15ff57109f69390a5f1e175621de2ea418f519a39ee8
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "dcb25958ef2b4b150ff76a37c23f7047f52b11cb1426854e164ee629b3599615",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-08T05:08:34Z",
    "title_canon_sha256": "33c00f54d4a34c5d908a155b966a2af09a56fecb280f24024680e8aa8b131e13"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.17249",
    "kind": "arxiv",
    "version": 1
  }
}