Pith Number

pith:HLGQYN7D

pith:2025:HLGQYN7DHBT524JNRGZ35CT2M2

not attested not anchored not stored refs pending

A Survey of Optimization Methods for Training DL Models: Theoretical Perspective on Convergence and Generalization

Anna Choromanska, Jing Wang

arxiv:2501.14458 v1 · 2025-01-24 · cs.LG · cs.DC · math.OC

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\usepackage{pith}
\pithnumber{HLGQYN7DHBT524JNRGZ35CT2M2}

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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

1 paper in Pith

A Physics-Inspired Optimizer: Velocity Regularized Adam

Receipt and verification

First computed	2026-07-05T10:05:01.110152Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3acd0c37e33867dd712d89b3be8a7a66858eb8991255c47f770d0252d900fd47

Aliases

arxiv: 2501.14458 · arxiv_version: 2501.14458v1 · doi: 10.48550/arxiv.2501.14458 · pith_short_12: HLGQYN7DHBT5 · pith_short_16: HLGQYN7DHBT524JN · pith_short_8: HLGQYN7D

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/HLGQYN7DHBT524JNRGZ35CT2M2 \
  | 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: 3acd0c37e33867dd712d89b3be8a7a66858eb8991255c47f770d0252d900fd47

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87b5e6dafe151a5badd148c52fc508e439598c34e2e76ae3e2a059cbe1792a58",
    "cross_cats_sorted": [
      "cs.DC",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-24T12:42:38Z",
    "title_canon_sha256": "53fec53d4ddeea4143fdd15658310dda6a5033b67f2fbc21a2064025cf8d79e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.14458",
    "kind": "arxiv",
    "version": 1
  }
}