Pith Number

pith:YVKGAGO4

pith:2025:YVKGAGO4IABQXT5ST4MRKWVMWI

not attested not anchored not stored refs pending

Active Learning Inspired ControlNet Guidance for Augmenting Semantic Segmentation Datasets

Hannah Kniesel, Pedro Hermosilla, Timo Ropinski

arxiv:2503.09221 v1 · 2025-03-12 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YVKGAGO4IABQXT5ST4MRKWVMWI}

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

2 papers in Pith

Preserve the Hard, Regenerate the Rest: Uncertainty-Guided Synthetic Training Data Augmentation with Diffusion Models

A Real-Calibrated Synthetic-First Data Engine

Receipt and verification

First computed	2026-07-05T10:29:52.001651Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5546019dc40030bcfb29f19155aacb2156f0bb72d299927d6f7f7b974500cff

Aliases

arxiv: 2503.09221 · arxiv_version: 2503.09221v1 · doi: 10.48550/arxiv.2503.09221 · pith_short_12: YVKGAGO4IABQ · pith_short_16: YVKGAGO4IABQXT5S · pith_short_8: YVKGAGO4

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/YVKGAGO4IABQXT5ST4MRKWVMWI \
  | 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: c5546019dc40030bcfb29f19155aacb2156f0bb72d299927d6f7f7b974500cff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78ba0778843fbc5b35564c38c84a5813b1dc19fd7e08c049dc0f4953c46b64cb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-12T10:09:27Z",
    "title_canon_sha256": "ab147709e8d19a8194dce22b1b11bf82999a11038f1c44a24ff25d6fc9955562"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.09221",
    "kind": "arxiv",
    "version": 1
  }
}