Pith Number

pith:GZESF6OG

pith:2024:GZESF6OGMLHUI634KHV6ZE4X2O

not attested not anchored not stored refs pending

Dyson Brownian motion and random matrix dynamics of weight matrices during learning

Biagio Lucini (Swansea University), Chanju Park (Swansea University), Gert Aarts (Swansea University), Ouraman Hajizadeh (Graz)

arxiv:2411.13512 v1 · 2024-11-20 · cond-mat.dis-nn · cs.LG · hep-lat

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GZESF6OGMLHUI634KHV6ZE4X2O}

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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

Random Matrix Theory for Stochastic Gradient Descent

Receipt and verification

First computed	2026-07-05T09:38:33.476694Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

364922f9c662cf447b7c51ebec9397d3a9977778d5169e487236db2ac8389c60

Aliases

arxiv: 2411.13512 · arxiv_version: 2411.13512v1 · doi: 10.48550/arxiv.2411.13512 · pith_short_12: GZESF6OGMLHU · pith_short_16: GZESF6OGMLHUI634 · pith_short_8: GZESF6OG

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/GZESF6OGMLHUI634KHV6ZE4X2O \
  | 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: 364922f9c662cf447b7c51ebec9397d3a9977778d5169e487236db2ac8389c60

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "04eaa1d00b4813df26f023abb0fffc7b1bd418bc944c8c76fc965a4ba7a016e8",
    "cross_cats_sorted": [
      "cs.LG",
      "hep-lat"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.dis-nn",
    "submitted_at": "2024-11-20T18:05:39Z",
    "title_canon_sha256": "79f253e0c7bc05bea36533060df7e8a045c5ca11d30b3384dd531c701a59eb54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.13512",
    "kind": "arxiv",
    "version": 1
  }
}