Pith Number

pith:XIVOZUAS

pith:2024:XIVOZUASRJSJROQEZAN5HMJZNN

not attested not anchored not stored refs pending

Randomization Can Reduce Both Bias and Variance: A Case Study in Random Forests

Brian Liu, Rahul Mazumder

arxiv:2402.12668 v4 · 2024-02-20 · 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{XIVOZUASRJSJROQEZAN5HMJZNN}

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

When do Random Forests work?

Receipt and verification

First computed	2026-07-05T11:40:47.748261Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba2aecd0128a6498ba04c81bd3b1396b4232607f51dc939d86fc763158ee4c5e

Aliases

arxiv: 2402.12668 · arxiv_version: 2402.12668v4 · doi: 10.48550/arxiv.2402.12668 · pith_short_12: XIVOZUASRJSJ · pith_short_16: XIVOZUASRJSJROQE · pith_short_8: XIVOZUAS

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/XIVOZUASRJSJROQEZAN5HMJZNN \
  | 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: ba2aecd0128a6498ba04c81bd3b1396b4232607f51dc939d86fc763158ee4c5e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7568910d5b2a358062a2b2ed2b3c0eee4ee413328041c010039eaec4a213261d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-02-20T02:36:26Z",
    "title_canon_sha256": "189c6ccdf50adba2d73117cf35f6b7550434b0bcd18023ef751468a5be6f69cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12668",
    "kind": "arxiv",
    "version": 4
  }
}