Pith Number

pith:4ISGOVJV

pith:2022:4ISGOVJVN5G7OJ5XLPDAJPOKLY

not attested not anchored not stored refs pending

Targeted active learning for probabilistic models

Christopher Tosh, Mauricio Tec, Wesley Tansey

arxiv:2210.12122 v1 · 2022-10-21 · 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{4ISGOVJVN5G7OJ5XLPDAJPOKLY}

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

Efficient Evaluation of Multi-Task Robot Policies With Active Experiment Selection

Receipt and verification

First computed	2026-07-05T05:09:09.493455Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2246755356f4df727b75bc604bdca5e142678d83719593f423a7c8be488b87c

Aliases

arxiv: 2210.12122 · arxiv_version: 2210.12122v1 · doi: 10.48550/arxiv.2210.12122 · pith_short_12: 4ISGOVJVN5G7 · pith_short_16: 4ISGOVJVN5G7OJ5X · pith_short_8: 4ISGOVJV

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/4ISGOVJVN5G7OJ5XLPDAJPOKLY \
  | 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: e2246755356f4df727b75bc604bdca5e142678d83719593f423a7c8be488b87c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c6f49217b706ba47e01794185d3deb8aca172c883acf4685bb6a2389dacf5f4",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-21T17:22:03Z",
    "title_canon_sha256": "0b0144c0d007c720c891e71fbd4cff0edb8c7a8e2ba1c05371ebede463dfdcc0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.12122",
    "kind": "arxiv",
    "version": 1
  }
}