Pith Number

pith:LT65TQ4C

pith:2023:LT65TQ4CRRLNR36LPIX6UGT6FM

not attested not anchored not stored refs pending

Deep Transformers without Shortcuts: Modifying Self-attention for Faithful Signal Propagation

Aleksandar Botev, Andrew Brock, Bobby He, Guodong Zhang, James Martens, Samuel L Smith, Yee Whye Teh

arxiv:2302.10322 v1 · 2023-02-20 · cs.LG · cs.AI · cs.CL · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LT65TQ4CRRLNR36LPIX6UGT6FM}

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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

Why Post-Norm Transformers Collapse: Attention Amplification and Gradient Repair Failure

Receipt and verification

First computed	2026-07-05T05:44:16.907796Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5cfdd9c3828c56d8efcb7a2fea1a7e2b34126fc7eae375eb14d7d68c4c1bf180

Aliases

arxiv: 2302.10322 · arxiv_version: 2302.10322v1 · doi: 10.48550/arxiv.2302.10322 · pith_short_12: LT65TQ4CRRLN · pith_short_16: LT65TQ4CRRLNR36L · pith_short_8: LT65TQ4C

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/LT65TQ4CRRLNR36LPIX6UGT6FM \
  | 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: 5cfdd9c3828c56d8efcb7a2fea1a7e2b34126fc7eae375eb14d7d68c4c1bf180

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41be5e7b63050e8e58ab5b7e96aecb3c568f98211a26622d42fc09889e8ebac5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-20T21:26:25Z",
    "title_canon_sha256": "d7b97513539c50481c3873aa9b7d3c1cd6df426fb5a875d743ab489ee480a091"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.10322",
    "kind": "arxiv",
    "version": 1
  }
}