Pith Number

pith:I477SBLG

pith:2025:I477SBLGD5WLDCP7DL657LGZJS

not attested not anchored not stored refs pending

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

Alessio Giorlandino, Sebastian Goldt

arxiv:2505.24333 v3 · 2025-05-30 · stat.ML · cond-mat.dis-nn · cond-mat.stat-mech · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I477SBLGD5WLDCP7DL657LGZJS}

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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

3 papers in Pith

Perceptrons and localization of attention's mean-field landscape

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

Sink vs. diagonal patterns as mechanisms for attention switch and oversmoothing prevention

Receipt and verification

First computed	2026-05-21T02:04:48.957473Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

473ff905661f6cb189ff1afddfacd94c90679239ab50599372629ea24b998857

Aliases

arxiv: 2505.24333 · arxiv_version: 2505.24333v3 · doi: 10.48550/arxiv.2505.24333 · pith_short_12: I477SBLGD5WL · pith_short_16: I477SBLGD5WLDCP7 · pith_short_8: I477SBLG

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/I477SBLGD5WLDCP7DL657LGZJS \
  | 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: 473ff905661f6cb189ff1afddfacd94c90679239ab50599372629ea24b998857

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "36c57741ef6dd962bdc9a2890666cd461274c58643108316d8c314a8ded05717",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cond-mat.stat-mech",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-05-30T08:18:23Z",
    "title_canon_sha256": "8c3d8cf4b8d5a38546996c381e7822e264f761782815222187c09c67a15e79bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.24333",
    "kind": "arxiv",
    "version": 3
  }
}