Pith Number

pith:7P7OHDZB

pith:2020:7P7OHDZB4MVMTFHWHR4EM2UU3R

not attested not anchored not stored refs pending

On Last-Layer Algorithms for Classification: Decoupling Representation from Uncertainty Estimation

Alice Martin, Carlos Riquelme, \'Eric Moulines, Nicolas Brosse, Sylvain Gelly

arxiv:2001.08049 v1 · 2020-01-22 · stat.ML · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7P7OHDZB4MVMTFHWHR4EM2UU3R}

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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

Uncertainty quantification for trustworthy deep learning: Methods and measures

Receipt and verification

First computed	2026-07-05T00:35:07.314874Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fbfee38f21e32ac994f63c78466a94dc7218df6268c0daf5948152449db76012

Aliases

arxiv: 2001.08049 · arxiv_version: 2001.08049v1 · doi: 10.48550/arxiv.2001.08049 · pith_short_12: 7P7OHDZB4MVM · pith_short_16: 7P7OHDZB4MVMTFHW · pith_short_8: 7P7OHDZB

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/7P7OHDZB4MVMTFHWHR4EM2UU3R \
  | 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: fbfee38f21e32ac994f63c78466a94dc7218df6268c0daf5948152449db76012

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02edd2adb813d72b720edb51645313fbbf7f58f5451a039940667b2bec1c2039",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-01-22T15:08:30Z",
    "title_canon_sha256": "92efa23bea610ea892a3e2987fdac0d83be4718011def43d3eddb68f8d5d3321"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.08049",
    "kind": "arxiv",
    "version": 1
  }
}