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Pith Number

pith:4YKGQG43

pith:2020:4YKGQG43MFT4MN7PMVMS4XHOYR
not attested not anchored not stored refs pending

Loss landscapes and optimization in over-parameterized non-linear systems and neural networks

Chaoyue Liu, Libin Zhu, Mikhail Belkin

arxiv:2003.00307 v2 · 2020-02-29 · cs.LG · math.OC · stat.ML

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\usepackage{pith}
\pithnumber{4YKGQG43MFT4MN7PMVMS4XHOYR}

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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

A Theory on Flow Matching with Neural Networks
On the Impact of Class Imbalance on the Learning Dynamics of Deep Neural Networks:An Intuitive Insight
Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models
Receipt and verification
First computed 2026-07-05T02:43:42.584350Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e614681b9b6167c637ef65592e5ceec46bb944dfb5d058fae15675d479314f94

Aliases

arxiv: 2003.00307 · arxiv_version: 2003.00307v2 · doi: 10.48550/arxiv.2003.00307 · pith_short_12: 4YKGQG43MFT4 · pith_short_16: 4YKGQG43MFT4MN7P · pith_short_8: 4YKGQG43
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/4YKGQG43MFT4MN7PMVMS4XHOYR \
  | 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: e614681b9b6167c637ef65592e5ceec46bb944dfb5d058fae15675d479314f94
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "43e110499885ca8b700a25c58769b568577bfe46ffe559bd1e97a52812afcdcb",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-29T17:18:28Z",
    "title_canon_sha256": "1f0fd35161430b1af4da7bb4493478eace834a28ea68d9eea0b3cfa57913fc5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.00307",
    "kind": "arxiv",
    "version": 2
  }
}