Pith Number

pith:FJYWP7ZS

pith:2019:FJYWP7ZSFVOLO4LN2I4T6O45QW

not attested not anchored not stored refs pending

SELF: Learning to Filter Noisy Labels with Self-Ensembling

Chaithanya Kumar Mummadi, Duc Tam Nguyen, Laura Beggel, Thi Hoai Phuong Nguyen, Thi Phuong Nhung Ngo, Thomas Brox

arxiv:1910.01842 v1 · 2019-10-04 · cs.CV · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FJYWP7ZSFVOLO4LN2I4T6O45QW}

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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

2 papers in Pith

Benchmarking Real-World Medical Image Classification with Noisy Labels: Challenges, Practice, and Outlook

Can LLMs Learn to Reason Robustly under Noisy Supervision?

Receipt and verification

First computed	2026-07-05T00:09:54.256181Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a7167ff322d5cb7716dd2393f3b9d85a94909a32dab6e0ac02bd89cf55c204f

Aliases

arxiv: 1910.01842 · arxiv_version: 1910.01842v1 · doi: 10.48550/arxiv.1910.01842 · pith_short_12: FJYWP7ZSFVOL · pith_short_16: FJYWP7ZSFVOLO4LN · pith_short_8: FJYWP7ZS

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/FJYWP7ZSFVOLO4LN2I4T6O45QW \
  | 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: 2a7167ff322d5cb7716dd2393f3b9d85a94909a32dab6e0ac02bd89cf55c204f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1af88eca96f495b56c1c6373649a3d92bfd2a1f8e6f47be492680b7ac7e25767",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-10-04T08:59:54Z",
    "title_canon_sha256": "2c06426eb0050b6bfd8913df1b1d893df07a6fd932701aae1db1c583f6c6153d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.01842",
    "kind": "arxiv",
    "version": 1
  }
}