Pith Number

pith:NHLFHVPG

pith:2018:NHLFHVPGGTS4PYNWWOTO2HZJQR

not attested not anchored not stored refs pending

Towards Understanding the Role of Over-Parametrization in Generalization of Neural Networks

Behnam Neyshabur, Nathan Srebro, Srinadh Bhojanapalli, Yann LeCun, Zhiyuan Li

arxiv:1805.12076 v1 · 2018-05-30 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{NHLFHVPGGTS4PYNWWOTO2HZJQR}

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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

3 papers in Pith

Margin-Adaptive Confidence Ranking for Reliable LLM Judgement

Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models

Artificial Jagged Intelligence as Uneven Optimization Energy Allocation Capability Concentration, Redistribution, and Optimization Governance

Receipt and verification

First computed	2026-05-18T00:14:35.297987Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69d653d5e634e5c7e1b6b3a6ed1f298479c898294d60589a94305f92c9379f7f

Aliases

arxiv: 1805.12076 · arxiv_version: 1805.12076v1 · doi: 10.48550/arxiv.1805.12076 · pith_short_12: NHLFHVPGGTS4 · pith_short_16: NHLFHVPGGTS4PYNW · pith_short_8: NHLFHVPG

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/NHLFHVPGGTS4PYNWWOTO2HZJQR \
  | 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: 69d653d5e634e5c7e1b6b3a6ed1f298479c898294d60589a94305f92c9379f7f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d3b2cfe7ddfd903113e461125a5e49cfb551dfdab172ffff453f8814c45c7f14",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-05-30T16:50:28Z",
    "title_canon_sha256": "43baefb01afd8a6d3270b827f1fc8a63ea6d17052a943cdba8302f1ccf3fc52a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.12076",
    "kind": "arxiv",
    "version": 1
  }
}