Pith Number

pith:MLZJMBUZ

pith:2023:MLZJMBUZG2JFJXTPHSHMNVRSNK

not attested not anchored not stored refs pending

SoftMatch: Addressing the Quantity-Quality Trade-off in Semi-supervised Learning

Bernt Schiele, Bhiksha Raj, Hao Chen, Jindong Wang, Marios Savvides, Ran Tao, Xing Xie, Yidong Wang, Yue Fan

arxiv:2301.10921 v2 · 2023-01-26 · cs.LG · cs.AI · 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{MLZJMBUZG2JFJXTPHSHMNVRSNK}

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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

6 papers in Pith

Geometric Gradient Rectification for Safe Open-Set Semi-Supervised Learning

PRISM: Prioritized Channel Importance with Semi-supervised Domain Adaptation for Cross-Subject EEG Emotion Recognition

GeoMin: Data-Efficient Semi-Supervised RLVR via Geometric Distribution Modeling

APRIL-MedSeg: A Modular Medical Image Segmentation Toolbox Embracing Modern Paradigms

Receipt and verification

First computed	2026-07-05T05:51:29.216041Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62f2960699369254de6f3c8ec6d6326ab23698f8a67337d4fb8d0b94565095fb

Aliases

arxiv: 2301.10921 · arxiv_version: 2301.10921v2 · doi: 10.48550/arxiv.2301.10921 · pith_short_12: MLZJMBUZG2JF · pith_short_16: MLZJMBUZG2JFJXTP · pith_short_8: MLZJMBUZ

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/MLZJMBUZG2JFJXTPHSHMNVRSNK \
  | 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: 62f2960699369254de6f3c8ec6d6326ab23698f8a67337d4fb8d0b94565095fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec384606e2c58f4012215f98e4a57b539b4d79d52dd8009ce543fbd09b7be7ec",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-26T03:53:25Z",
    "title_canon_sha256": "564fa9d92e591ad32fc3e74bfe1fdc0031801dcbeb6f31a66f5da6e3081c7a0b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.10921",
    "kind": "arxiv",
    "version": 2
  }
}