Pith Number

pith:GLQV7WK4

pith:2024:GLQV7WK4IELO3MG7JHNYU7FQSO

not attested not anchored not stored refs pending

Complexity of Vector-valued Prediction: From Linear Models to Stochastic Convex Optimization

Matan Schliserman, Tomer Koren

arxiv:2412.04274 v1 · 2024-12-05 · 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{GLQV7WK4IELO3MG7JHNYU7FQSO}

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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

Multiclass Loss Geometry Matters for Generalization of Gradient Descent in Separable Classification

Receipt and verification

First computed	2026-07-05T09:45:01.842092Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32e15fd95c4116edb0df49db8a7cb093acaf9a7aff3fb9cf3231086e80de1d92

Aliases

arxiv: 2412.04274 · arxiv_version: 2412.04274v1 · doi: 10.48550/arxiv.2412.04274 · pith_short_12: GLQV7WK4IELO · pith_short_16: GLQV7WK4IELO3MG7 · pith_short_8: GLQV7WK4

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/GLQV7WK4IELO3MG7JHNYU7FQSO \
  | 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: 32e15fd95c4116edb0df49db8a7cb093acaf9a7aff3fb9cf3231086e80de1d92

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "efbec89c31cf7d10fc19fe277403ade3372047b524edc1d89e6cc6ca9367d8f7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-05T15:56:54Z",
    "title_canon_sha256": "7c59dba1770fa96648523f81284cc0721d8e8bf917f61d60b80b5122e780ff54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04274",
    "kind": "arxiv",
    "version": 1
  }
}