Pith Number

pith:ZMZPTUIQ

pith:2023:ZMZPTUIQ4HIXWVAEKIAXTRUT53

not attested not anchored not stored refs pending

How to Allocate your Label Budget? Choosing between Active Learning and Learning to Reject in Anomaly Detection

Daniele Giannuzzi, Jesse Davis, Lorenzo Perini

arxiv:2301.02909 v1 · 2023-01-07 · 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{ZMZPTUIQ4HIXWVAEKIAXTRUT53}

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	2026-07-05T05:31:23.630664Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb32f9d110e1d17b5404520179c693eec00d965d69d8e16fb6cd3cf971f04de5

Aliases

arxiv: 2301.02909 · arxiv_version: 2301.02909v1 · doi: 10.48550/arxiv.2301.02909 · pith_short_12: ZMZPTUIQ4HIX · pith_short_16: ZMZPTUIQ4HIXWVAE · pith_short_8: ZMZPTUIQ

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/ZMZPTUIQ4HIXWVAEKIAXTRUT53 \
  | 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: cb32f9d110e1d17b5404520179c693eec00d965d69d8e16fb6cd3cf971f04de5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7fa74ed31f54f6f76541fdea580af16ca4da8c3345f6a8b058f486a1220ddde",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-07T18:02:43Z",
    "title_canon_sha256": "61045c05d39e9ef2d27a8885cc72e70e33e34f3229209a72223a8e440122390c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.02909",
    "kind": "arxiv",
    "version": 1
  }
}