Pith Number

pith:SWGLSTPN

pith:2023:SWGLSTPNJNHNLGRONEBMJ2VJ4J

not attested not anchored not stored refs pending

Variational Positive-incentive Noise: How Noise Benefits Models

Hongyuan Zhang, Sida Huang, Xuelong Li, Yubin Guo

arxiv:2306.07651 v2 · 2023-06-13 · cs.LG · 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{SWGLSTPNJNHNLGRONEBMJ2VJ4J}

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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

Data Augmentation of Contrastive Learning is Estimating Positive-incentive Noise

Receipt and verification

First computed	2026-07-05T11:11:19.863550Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

958cb94ded4b4ed59a2e6902c4eaa9e26e28ce0cfa753a922568f4a676913b6a

Aliases

arxiv: 2306.07651 · arxiv_version: 2306.07651v2 · doi: 10.48550/arxiv.2306.07651 · pith_short_12: SWGLSTPNJNHN · pith_short_16: SWGLSTPNJNHNLGRO · pith_short_8: SWGLSTPN

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/SWGLSTPNJNHNLGRONEBMJ2VJ4J \
  | 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: 958cb94ded4b4ed59a2e6902c4eaa9e26e28ce0cfa753a922568f4a676913b6a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "187bf9950dac0f0ef689fd28e750410aca6e04d08b7feb2ef66a3c8309919ebd",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-13T09:43:32Z",
    "title_canon_sha256": "e5640161ec119b8a96f9019d746ce4b9696f2f734d5e7ff1bfbf1c8dd7a029b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.07651",
    "kind": "arxiv",
    "version": 2
  }
}