Pith. sign in
Pith Number

pith:ZICDZ3NE

pith:2024:ZICDZ3NEXQXNBIWM3W6I2GX6S4
not attested not anchored not stored refs pending

What Does Softmax Probability Tell Us about Classifiers Ranking Across Diverse Test Conditions?

Liang Zheng, Tom Gedeon, Weijian Deng, Weijie Tu

arxiv:2406.09908 v1 · 2024-06-14 · cs.LG · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZICDZ3NEXQXNBIWM3W6I2GX6S4}

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.
Receipt and verification
First computed 2026-07-05T08:32:01.736946Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ca043ceda4bc2ed0a2ccddbc8d1afe973cba0a5cc4ce4586614d4fd427a61ac5

Aliases

arxiv: 2406.09908 · arxiv_version: 2406.09908v1 · doi: 10.48550/arxiv.2406.09908 · pith_short_12: ZICDZ3NEXQXN · pith_short_16: ZICDZ3NEXQXNBIWM · pith_short_8: ZICDZ3NE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZICDZ3NEXQXNBIWM3W6I2GX6S4 \
  | 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: ca043ceda4bc2ed0a2ccddbc8d1afe973cba0a5cc4ce4586614d4fd427a61ac5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2ed63b1584f0904fa887bfd4de128dbc22d5d4493aa86983c1186e43826f9585",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-14T10:36:26Z",
    "title_canon_sha256": "9ebb70de47b4446728956341a8224479a2b8cfad7c6e4feaa05f1b3faf11ff39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.09908",
    "kind": "arxiv",
    "version": 1
  }
}