Pith Number

pith:57OFR37V

pith:2024:57OFR37VUGR2LT25XAXWQP6ANQ

not attested not anchored not stored refs pending

Geometric Dynamics of Signal Propagation Predict Trainability of Transformers

Aditya Cowsik, Surya Ganguli, Tamra Nebabu, Xiao-Liang Qi

arxiv:2403.02579 v1 · 2024-03-05 · cond-mat.dis-nn · cs.LG

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\usepackage{pith}
\pithnumber{57OFR37VUGR2LT25XAXWQP6ANQ}

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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

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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

Quantizing Time-Series Models As Dynamical Systems: Trajectory-Based Quantization Sensitivity Score

Two failure modes of deep transformers and how to avoid them: a unified theory of signal propagation at initialisation

A Unified Framework for Critical Scaling of Inverse Temperature in Self-Attention

Receipt and verification

First computed	2026-07-05T07:52:19.264630Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

efdc58eff5a1a3a5cf5db82f683fc06c15df63955a2c6b3411d48789e99a2c50

Aliases

arxiv: 2403.02579 · arxiv_version: 2403.02579v1 · doi: 10.48550/arxiv.2403.02579 · pith_short_12: 57OFR37VUGR2 · pith_short_16: 57OFR37VUGR2LT25 · pith_short_8: 57OFR37V

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/57OFR37VUGR2LT25XAXWQP6ANQ \
  | 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: efdc58eff5a1a3a5cf5db82f683fc06c15df63955a2c6b3411d48789e99a2c50

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3462621975d18470d7e48bd99b7136a9f506e194b6cc9ad4cc4b13c8341b35dd",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cond-mat.dis-nn",
    "submitted_at": "2024-03-05T01:30:34Z",
    "title_canon_sha256": "e1eb54b47da5b2ea1ae41e5c12f1e05bd904c7c2af09afe067539add86f3e767"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.02579",
    "kind": "arxiv",
    "version": 1
  }
}