Pith Number

pith:3VTDJFTS

pith:2020:3VTDJFTSZ7WNALDEGI54FMKSYK

not attested not anchored not stored refs pending

BatchEnsemble: An Alternative Approach to Efficient Ensemble and Lifelong Learning

Dustin Tran, Jimmy Ba, Yeming Wen

arxiv:2002.06715 v2 · 2020-02-17 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3VTDJFTSZ7WNALDEGI54FMKSYK}

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

2 papers in Pith

Reducing Bias and Variance: Generative Semantic Guidance and Bi-Layer Ensemble for Image Clustering

Receipt and verification

First computed	2026-07-05T00:42:34.471871Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd66349672cfecd02c64323bc2b152c2a358c86c794d4e0c4a21fbb277223c32

Aliases

arxiv: 2002.06715 · arxiv_version: 2002.06715v2 · doi: 10.48550/arxiv.2002.06715 · pith_short_12: 3VTDJFTSZ7WN · pith_short_16: 3VTDJFTSZ7WNALDE · pith_short_8: 3VTDJFTS

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/3VTDJFTSZ7WNALDEGI54FMKSYK \
  | 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: dd66349672cfecd02c64323bc2b152c2a358c86c794d4e0c4a21fbb277223c32

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "806d2b4fd40eb3f7c91ae5bde096aadbb60d0da271bb461a1cbbf66116da50f8",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-17T00:00:59Z",
    "title_canon_sha256": "4fbcd10e614b5614c0cce4adca4be521c61f2a4d961012064761322993a40dae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.06715",
    "kind": "arxiv",
    "version": 2
  }
}