Pith Number

pith:MRN2RTRZ

pith:2024:MRN2RTRZS2DS5GIEK3RFIWI5KN

not attested not anchored not stored refs pending

Approaching Deep Learning through the Spectral Dynamics of Weights

David Yunis, Gal Vardi, Karen Livescu, Kumar Kshitij Patel, Matthew R. Walter, Michael Maire, Pedro Savarese, Samuel Wheeler

arxiv:2408.11804 v1 · 2024-08-21 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MRN2RTRZS2DS5GIEK3RFIWI5KN}

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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

6 papers in Pith

At-Grok Is Not Converged:A Measurement-Validity Audit for Grokking Representation Metrics

Reversible Foundations: Training a 120B Sparse MoE through State-Preserving Scaling

Beyond Structural Symmetries: Linear Mode Connectivity via Neuron Identifiability

Low-Rank Decay for Grokking in Scale-Invariant Transformers: A Spectral-Geometric View

Does Weight Decay Enhance Training Stability?

Receipt and verification

First computed	2026-07-05T08:57:49.361947Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

645ba8ce3996872e990456e254591d5366ac0a0ffbe5758cd991853f316c5867

Aliases

arxiv: 2408.11804 · arxiv_version: 2408.11804v1 · doi: 10.48550/arxiv.2408.11804 · pith_short_12: MRN2RTRZS2DS · pith_short_16: MRN2RTRZS2DS5GIE · pith_short_8: MRN2RTRZ

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/MRN2RTRZS2DS5GIEK3RFIWI5KN \
  | 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: 645ba8ce3996872e990456e254591d5366ac0a0ffbe5758cd991853f316c5867

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7383ca3651c7169847f65a1b835f51cb17fdac39b9ba09c5d4112f2c7072d763",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-21T17:48:01Z",
    "title_canon_sha256": "b2d5b181cf62f0b493d10224f966fad31c8a95200510c2d8b4718508ac9e7fcc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.11804",
    "kind": "arxiv",
    "version": 1
  }
}