Pith Number

pith:Z3GE2A2H

pith:2021:Z3GE2A2HRVIUDFUTZJJ57MMJU4

not attested not anchored not stored refs pending

Understanding the Interaction of Adversarial Training with Noisy Labels

Bo Han, Gang Niu, Hongxia Yang, Jianing Zhu, Jingfeng Zhang, Masashi Sugiyama, Mohan Kankanhalli, Tongliang Liu

arxiv:2102.03482 v2 · 2021-02-06 · 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{Z3GE2A2HRVIUDFUTZJJ57MMJU4}

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

Tri-Info: Generalizable, Interpretable Failure Prediction for VLA Models via Information Theory

Robust Recommendation from Noisy Implicit Feedback: A GMM-Weighted Bayes-label Transition Matrix Framework

Receipt and verification

First computed	2026-07-05T02:14:01.319171Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cecc4d03478d51419693ca53dfb189a720b1b0d6a63a4ee405cfe87f65ff2dbd

Aliases

arxiv: 2102.03482 · arxiv_version: 2102.03482v2 · doi: 10.48550/arxiv.2102.03482 · pith_short_12: Z3GE2A2HRVIU · pith_short_16: Z3GE2A2HRVIUDFUT · pith_short_8: Z3GE2A2H

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/Z3GE2A2HRVIUDFUTZJJ57MMJU4 \
  | 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: cecc4d03478d51419693ca53dfb189a720b1b0d6a63a4ee405cfe87f65ff2dbd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7238b4c9d01d4f702988754ec3fa0c21a790d45d37ac8c3402f0996b1495b1e2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-06T02:45:03Z",
    "title_canon_sha256": "b079a8427f35c1bf90da6919b85b81989f559b78b39d5758506773b6d713e192"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.03482",
    "kind": "arxiv",
    "version": 2
  }
}