Pith Number

pith:D67ULPYL

pith:2026:D67ULPYLYLC57DD2DQCFSAK5CX

not attested not anchored not stored refs pending

How the Optimizer Shapes Learned Solutions in Equivariant Neural Networks

Andrei Manolache, Teodor-Mihai Stupariu

arxiv:2605.27662 v1 · 2026-05-26 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{D67ULPYLYLC57DD2DQCFSAK5CX}

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Record completeness

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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

The Loss Does Not See the Basis, but Adam Does

Receipt and verification

First computed	2026-05-28T01:04:45.643251Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1fbf45bf0bc2c5df8c7a1c0459015d15eae8259fef47ddc4ce89b556f3a4a4ac

Aliases

arxiv: 2605.27662 · arxiv_version: 2605.27662v1 · doi: 10.48550/arxiv.2605.27662 · pith_short_12: D67ULPYLYLC5 · pith_short_16: D67ULPYLYLC57DD2 · pith_short_8: D67ULPYL

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/D67ULPYLYLC57DD2DQCFSAK5CX \
  | 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: 1fbf45bf0bc2c5df8c7a1c0459015d15eae8259fef47ddc4ce89b556f3a4a4ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55bc4f5e77b98f399a7957cf0f7595a2ba2e34e037f7ec026bb79626b2d05d6c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-26T20:25:44Z",
    "title_canon_sha256": "151afd96dee1ee1c3f2637b4fa6ed9851587103a4710bd4782c93e3c6af265fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.27662",
    "kind": "arxiv",
    "version": 1
  }
}