Pith Number

pith:X76YEN3M

pith:2023:X76YEN3MXQCQ6ASSUEIZ7F2R4K

not attested not anchored not stored refs pending

Implicit regularization in Heavy-ball momentum accelerated stochastic gradient descent

Avrajit Ghosh, He Lyu, Rongrong Wang, Xitong Zhang

arxiv:2302.00849 v1 · 2023-02-02 · cs.LG · math.OC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X76YEN3MXQCQ6ASSUEIZ7F2R4K}

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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

Do Deep Networks Forget Initialization? A Forgetting-Time View of Practical Inductive Bias

Convergence of difference inclusions via a diameter criterion

Momentum Further Constrains Sharpness at the Edge of Stochastic Stability

Receipt and verification

First computed	2026-07-05T05:38:13.107902Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bffd82376cbc050f0252a1119f9751e28eb984a9bf97feeb085827eeff84a04f

Aliases

arxiv: 2302.00849 · arxiv_version: 2302.00849v1 · doi: 10.48550/arxiv.2302.00849 · pith_short_12: X76YEN3MXQCQ · pith_short_16: X76YEN3MXQCQ6ASS · pith_short_8: X76YEN3M

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/X76YEN3MXQCQ6ASSUEIZ7F2R4K \
  | 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: bffd82376cbc050f0252a1119f9751e28eb984a9bf97feeb085827eeff84a04f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b6fe8d248c1f4e009586cd94830c01dff49741627ac6fc120886abf9a3092ed",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-02T03:25:38Z",
    "title_canon_sha256": "e2d5fb5f6d754d1b1c5d37deffddae5424cd1358e02938419a8cd3c4b926c6e5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.00849",
    "kind": "arxiv",
    "version": 1
  }
}