Pith Number

pith:CZPVITSA

pith:2023:CZPVITSAOMXCZV5IPCCH7LTSES

not attested not anchored not stored refs pending

Efficient Uncertainty Quantification and Reduction for Over-Parameterized Neural Networks

Haofeng Zhang, Henry Lam, Ziyi Huang

arxiv:2306.05674 v2 · 2023-06-09 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CZPVITSAOMXCZV5IPCCH7LTSES}

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	2026-07-05T07:11:16.305100Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

165f544e40732e2cd7a878847fae7224be2da994fb045d20b42f8b6018f51c9f

Aliases

arxiv: 2306.05674 · arxiv_version: 2306.05674v2 · doi: 10.48550/arxiv.2306.05674 · pith_short_12: CZPVITSAOMXC · pith_short_16: CZPVITSAOMXCZV5I · pith_short_8: CZPVITSA

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/CZPVITSAOMXCZV5IPCCH7LTSES \
  | 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: 165f544e40732e2cd7a878847fae7224be2da994fb045d20b42f8b6018f51c9f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d8946eb690b6a3afaf18ea8ff5f454b3640ad6c46f58b8dd1e6d54e2a6afac4d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-06-09T05:15:53Z",
    "title_canon_sha256": "7f2b61a206ed535eb38b042cb36a93f938759d1fd4c7a050120469aa2955ad88"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.05674",
    "kind": "arxiv",
    "version": 2
  }
}