Pith Number

pith:SN7K7SIQ

pith:2025:SN7K7SIQN6TKP7M7VRJT3OTW2V

not attested not anchored not stored refs pending

Big Batch Bayesian Active Learning by Considering Predictive Probabilities

Henry B. Moss, Samuel Power, Sebastian W. Ober, Tom Diethe

arxiv:2501.08223 v1 · 2025-01-14 · 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{SN7K7SIQN6TKP7M7VRJT3OTW2V}

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

Return of the Latent Space COWBOYS: Re-thinking the use of VAEs for Bayesian Optimisation of Structured Spaces

Receipt and verification

First computed	2026-07-05T10:00:57.786850Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

937eafc9106fa6a7fd9fac533dba76d55f45a23507d3b234983d487965b19560

Aliases

arxiv: 2501.08223 · arxiv_version: 2501.08223v1 · doi: 10.48550/arxiv.2501.08223 · pith_short_12: SN7K7SIQN6TK · pith_short_16: SN7K7SIQN6TKP7M7 · pith_short_8: SN7K7SIQ

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/SN7K7SIQN6TKP7M7VRJT3OTW2V \
  | 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: 937eafc9106fa6a7fd9fac533dba76d55f45a23507d3b234983d487965b19560

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84dc73d5521f1efd4bea78b5ee5dcb108b8592998d20726182a86b225137e695",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-14T16:06:54Z",
    "title_canon_sha256": "91c0f8e7b8d9e7638b15cbee25ea7a1206cc51c5b0002ec433442c0fe8f8e227"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.08223",
    "kind": "arxiv",
    "version": 1
  }
}