Pith Number

pith:7SI7FJMU

pith:2023:7SI7FJMUVP7E6XFRQIOFV4HEID

not attested not anchored not stored refs pending

Generalization in Kernel Regression Under Realistic Assumptions

Daniel Barzilai, Ohad Shamir

arxiv:2312.15995 v2 · 2023-12-26 · cs.LG · cs.AI · 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{7SI7FJMUVP7E6XFRQIOFV4HEID}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

4 papers in Pith

Tighter Learning Guarantees on Digital Computers via Concentration of Measure on Finite Spaces

Sharp convergence rates for Spectral methods via the feature space decomposition method

Alignment-Sensitive Minimax Rates for Spectral Algorithms with Learned Kernels

Large Dimensional Kernel Ridge Regression: Extending to Product Kernels

Receipt and verification

First computed	2026-07-05T07:47:07.555898Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fc91f2a594abfe4f5cb1821c5af0e440e9afa8bd6904d5eb066727c0aa15526c

Aliases

arxiv: 2312.15995 · arxiv_version: 2312.15995v2 · doi: 10.48550/arxiv.2312.15995 · pith_short_12: 7SI7FJMUVP7E · pith_short_16: 7SI7FJMUVP7E6XFR · pith_short_8: 7SI7FJMU

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/7SI7FJMUVP7E6XFRQIOFV4HEID \
  | 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: fc91f2a594abfe4f5cb1821c5af0e440e9afa8bd6904d5eb066727c0aa15526c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12e5f6b680cdda0dbf5c54ce2b3c590a174c2ed0e052300ff3f3a078f6bbf7ad",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-26T10:55:20Z",
    "title_canon_sha256": "ac60f8f869c10b86011a44f0edc56fd640b30e2a58fec17c89b1760b4f169ad9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.15995",
    "kind": "arxiv",
    "version": 2
  }
}