Pith Number

pith:3RSVITZG

pith:2023:3RSVITZGPVCHGDUUALRPBVX3CG

not attested not anchored not stored refs pending

Machine Learning for Synthetic Data Generation: A Review

Capucine Van Rechem, Huazheng Wang, Lulu Chen, Minjie Shen, Tianfan Fu, Wenqi Wei, Xiao Wang, Yingzhou Lu, Yuanyuan Zhang

arxiv:2302.04062 v10 · 2023-02-08 · 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{3RSVITZGPVCHGDUUALRPBVX3CG}

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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

12 papers in Pith

When Does Synthetic Data Augmentation Improve Score-Based Imbalanced Classification?

Can Synthetic Data be Fair and Private? A Comparative Study of Synthetic Data Generation and Fairness Algorithms

HopWeaver: Cross-Document Synthesis of High-Quality and Authentic Multi-Hop Questions

SADGE: Structure and Appearance Domain Gap Estimation of Synthetic and Real Data

CoX-MoE: Coalesced Expert Execution for High-Throughput MoE Inference with AMX-Enabled CPU-GPU Co-Execution

Receipt and verification

First computed	2026-07-05T10:44:12.149761Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc65544f267d44730e9402e2f0d6fb11b2c4f0fa7048b9ce87c5a07057fd2354

Aliases

arxiv: 2302.04062 · arxiv_version: 2302.04062v10 · doi: 10.48550/arxiv.2302.04062 · pith_short_12: 3RSVITZGPVCH · pith_short_16: 3RSVITZGPVCHGDUU · pith_short_8: 3RSVITZG

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/3RSVITZGPVCHGDUUALRPBVX3CG \
  | 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: dc65544f267d44730e9402e2f0d6fb11b2c4f0fa7048b9ce87c5a07057fd2354

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6da4ab6a509ab71f058bdae7c9d7428067878809c157d853ae2a59527385fc1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-08T13:59:31Z",
    "title_canon_sha256": "f640b34801ac09a15de9ecb6fa698d813a4826abf25f0bb4c285d35e8bd4c6cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.04062",
    "kind": "arxiv",
    "version": 10
  }
}