Pith Number

pith:7ECPRL5G

pith:2023:7ECPRL5GB6UOB4B56JEU2Y5V56

not attested not anchored not stored refs pending

DyGen: Learning from Noisy Labels via Dynamics-Enhanced Generative Modeling

Chao Zhang, Lingkai Kong, Xiang Chen, Yuchen Zhuang, Yue Yu

arxiv:2305.19395 v2 · 2023-05-30 · cs.CL · 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{7ECPRL5GB6UOB4B56JEU2Y5V56}

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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

1 paper in Pith

Calibrating Pre-trained Language Classifiers on LLM-generated Noisy Labels via Iterative Refinement

Receipt and verification

First computed	2026-07-05T06:19:59.340936Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f904f8afa60fa8e0f03df2494d63b5ef97ce8b69e5b43cf326ff2aa5a9f6999e

Aliases

arxiv: 2305.19395 · arxiv_version: 2305.19395v2 · doi: 10.48550/arxiv.2305.19395 · pith_short_12: 7ECPRL5GB6UO · pith_short_16: 7ECPRL5GB6UOB4B5 · pith_short_8: 7ECPRL5G

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/7ECPRL5GB6UOB4B56JEU2Y5V56 \
  | 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: f904f8afa60fa8e0f03df2494d63b5ef97ce8b69e5b43cf326ff2aa5a9f6999e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8074acbfa1675f57f388a0dca36dc2fafe396705e520f737b95a39a770667cc4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-30T20:19:41Z",
    "title_canon_sha256": "3eb3be470930a1bc397f7a57bdedc8a1813ecc3d7f1708edac2bccc8b7e00c48"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.19395",
    "kind": "arxiv",
    "version": 2
  }
}