Pith Number

pith:MMS5MDND

pith:2024:MMS5MDNDYYGZKLAAHCHFF4SR3N

not attested not anchored not stored refs pending

Towards Understanding Why Label Smoothing Degrades Selective Classification and How to Fix It

Christos-Savvas Bouganis, Gianni Franchi, Guoxuan Xia, Olivier Laurent

arxiv:2403.14715 v3 · 2024-03-19 · cs.LG · cs.AI · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MMS5MDNDYYGZKLAAHCHFF4SR3N}

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation

Receipt and verification

First computed	2026-07-05T10:17:07.259118Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6325d60da3c60d952c00388e52f251db78fa48a3a4f53eca0616fabc3016966d

Aliases

arxiv: 2403.14715 · arxiv_version: 2403.14715v3 · doi: 10.48550/arxiv.2403.14715 · pith_short_12: MMS5MDNDYYGZ · pith_short_16: MMS5MDNDYYGZKLAA · pith_short_8: MMS5MDND

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/MMS5MDNDYYGZKLAAHCHFF4SR3N \
  | 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: 6325d60da3c60d952c00388e52f251db78fa48a3a4f53eca0616fabc3016966d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f5bc382737d6040a91fa8fbd2be972fc04d5d7ccad3b7e544867c797500859b0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-19T06:46:24Z",
    "title_canon_sha256": "517009cc3d09174f406d815e9f934e2ab90aabc7e009a8b8f584e5ffce073d0b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.14715",
    "kind": "arxiv",
    "version": 3
  }
}