Pith Number

pith:NUR4AD6D

pith:2020:NUR4AD6DPZQWCAYM2NJYZGP7H2

not attested not anchored not stored refs pending

De-randomized PAC-Bayes Margin Bounds: Applications to Non-convex and Non-smooth Predictors

Arindam Banerjee, Tiancong Chen, Yingxue Zhou

arxiv:2002.09956 v3 · 2020-02-23 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{NUR4AD6DPZQWCAYM2NJYZGP7H2}

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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

3 papers in Pith

Smoothness-Based Derandomization of PAC-Bayes Bounds

Symmetrization of Loss Functions for Robust Training of Neural Networks in the Presence of Noisy Labels

Receipt and verification

First computed	2026-07-05T01:51:06.099550Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d23c00fc37e6161030cd3538c99ff3e837206272d233602bd6c4fb8e6b41f2f

Aliases

arxiv: 2002.09956 · arxiv_version: 2002.09956v3 · doi: 10.48550/arxiv.2002.09956 · pith_short_12: NUR4AD6DPZQW · pith_short_16: NUR4AD6DPZQWCAYM · pith_short_8: NUR4AD6D

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/NUR4AD6DPZQWCAYM2NJYZGP7H2 \
  | 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: 6d23c00fc37e6161030cd3538c99ff3e837206272d233602bd6c4fb8e6b41f2f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f976109dd1d80be56ccc761b1a6c684b0c0f7696077e4b7a360fba9ef87e738",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-23T17:54:07Z",
    "title_canon_sha256": "30eb13c038d7cc70bd7da901ef17530be44b2e177888bb35b34ad5ced660c69a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.09956",
    "kind": "arxiv",
    "version": 3
  }
}