Pith Number

pith:6K75Z5AP

pith:2023:6K75Z5APOH57RAGRITQ7QWXBPN

not attested not anchored not stored refs pending

Symmetric Neural-Collapse Representations with Supervised Contrastive Loss: The Impact of ReLU and Batching

Christos Thrampoulidis, Ganesh Ramachandra Kini, Jaidev Gill, Tina Behnia, Vala Vakilian

arxiv:2306.07960 v2 · 2023-06-13 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{6K75Z5APOH57RAGRITQ7QWXBPN}

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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

Optimal Representations for Generalized Contrastive Learning with Imbalanced Datasets

Receipt and verification

First computed	2026-07-05T07:02:30.213787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f2bfdcf40f71fbf880d144e1f85ae17b53d8165024ccfa0bf95f2801548524e1

Aliases

arxiv: 2306.07960 · arxiv_version: 2306.07960v2 · doi: 10.48550/arxiv.2306.07960 · pith_short_12: 6K75Z5APOH57 · pith_short_16: 6K75Z5APOH57RAGR · pith_short_8: 6K75Z5AP

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/6K75Z5APOH57RAGRITQ7QWXBPN \
  | 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: f2bfdcf40f71fbf880d144e1f85ae17b53d8165024ccfa0bf95f2801548524e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b6d907b0d775a3f425327c535ffbc72296c962008e2799e02c47792d0526f9f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-13T17:55:39Z",
    "title_canon_sha256": "6600104d4b9f0825c976f71b32ca7b0ef18cbba91f43882437dae7646fe77b28"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.07960",
    "kind": "arxiv",
    "version": 2
  }
}