Pith Number

pith:P47XIDY3

pith:2023:P47XIDY3BZICCR7PKHRZUHAPA3

not attested not anchored not stored refs pending

Improving Behavioural Cloning with Positive Unlabeled Learning

David Cordova Bulens, Felix Widmaier, Francisco Roldan Sanchez, Kevin McGuinness, Nico G\"urtler, Noel E. O'Connor, Qiang Wang, Robert McCarthy, Stephen J. Redmond

arxiv:2301.11734 v2 · 2023-01-27 · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P47XIDY3BZICCR7PKHRZUHAPA3}

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

Minimizing the Hidden Cost of Scales: Graph-Guided Ultra-Low-Bit Quantization for Large Language Models

Receipt and verification

First computed	2026-07-05T06:52:45.473861Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f3f740f1b0e502147ef51e39a1c0f06f159d14ee6a805809c00ae7548655c84

Aliases

arxiv: 2301.11734 · arxiv_version: 2301.11734v2 · doi: 10.48550/arxiv.2301.11734 · pith_short_12: P47XIDY3BZIC · pith_short_16: P47XIDY3BZICCR7P · pith_short_8: P47XIDY3

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/P47XIDY3BZICCR7PKHRZUHAPA3 \
  | 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: 7f3f740f1b0e502147ef51e39a1c0f06f159d14ee6a805809c00ae7548655c84

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6baf4df95c1ceb4afc351c721391609c603dc8936ee0f12ea54e89a6f46f58f",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-27T14:17:45Z",
    "title_canon_sha256": "48c309a8dadc63e943b81fd4f81c1dc1921d531e018d860923837f6ab6d9fcdc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.11734",
    "kind": "arxiv",
    "version": 2
  }
}