Pith Number

pith:WSPEA2PF

pith:2017:WSPEA2PFK6HFOZOILHSWMCAJVY

not attested not anchored not stored refs pending

Rethinking generalization requires revisiting old ideas: statistical mechanics approaches and complex learning behavior

Charles H. Martin, Michael W. Mahoney

arxiv:1710.09553 v2 · 2017-10-26 · cs.LG · 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{WSPEA2PFK6HFOZOILHSWMCAJVY}

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

2 papers in Pith

AlphaQ: Calibration-Free Bit Allocation for Mixture-of-Experts Quantization

Unveiling Multi-regime Patterns in SciML: Distinct Failure Modes and Regime-specific Optimization

Receipt and verification

First computed	2026-05-17T23:53:52.020550Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b49e4069e5578e5765c859e5660809ae2858188db43416bd0d01d353c0ea2122

Aliases

arxiv: 1710.09553 · arxiv_version: 1710.09553v2 · doi: 10.48550/arxiv.1710.09553 · pith_short_12: WSPEA2PFK6HF · pith_short_16: WSPEA2PFK6HFOZOI · pith_short_8: WSPEA2PF

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/WSPEA2PFK6HFOZOILHSWMCAJVY \
  | 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: b49e4069e5578e5765c859e5660809ae2858188db43416bd0d01d353c0ea2122

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "859f1f0e0b2494b0366b993aa8489f9922d40f75d3f87c5ee46addd36630ac00",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-10-26T06:08:39Z",
    "title_canon_sha256": "5b7baf0d4c979360c3955f7884644bcab79beb946a5e3f4e0f4ec53eda4bbcb4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1710.09553",
    "kind": "arxiv",
    "version": 2
  }
}