Pith Number

pith:63KKEEZN

pith:2023:63KKEEZNQPPQHXGICC52RWPVGO

not attested not anchored not stored refs pending

BatchGFN: Generative Flow Networks for Batch Active Learning

Andrew Jesson, Moksh Jain, Nikolay Malkin, Salem Lahlou, Shreshth A. Malik, Tristan Deleu, Yarin Gal, Yoshua Bengio

arxiv:2306.15058 v1 · 2023-06-26 · 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{63KKEEZNQPPQHXGICC52RWPVGO}

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

Why Pool When You Can Flow? Active Learning with GFlowNets

Receipt and verification

First computed	2026-07-05T06:24:53.360628Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f6d4a2132d83df03dcc810bba8d9f5338a95c739c9fedec4a490e3f8dbacd6b1

Aliases

arxiv: 2306.15058 · arxiv_version: 2306.15058v1 · doi: 10.48550/arxiv.2306.15058 · pith_short_12: 63KKEEZNQPPQ · pith_short_16: 63KKEEZNQPPQHXGI · pith_short_8: 63KKEEZN

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/63KKEEZNQPPQHXGICC52RWPVGO \
  | 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: f6d4a2132d83df03dcc810bba8d9f5338a95c739c9fedec4a490e3f8dbacd6b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1bf9ed4fb75b01cfc895b0af892bd346b06d726345cef709ca01a1544c0183cf",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-26T20:41:36Z",
    "title_canon_sha256": "642b7626372f298912be276da486857209c4a19bab50cb801bd6809a311715fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.15058",
    "kind": "arxiv",
    "version": 1
  }
}