Pith Number

pith:F3ZUAXMO

pith:2020:F3ZUAXMOW26FD6TCV6NXRVZOII

not attested not anchored not stored refs pending

ReZero is All You Need: Fast Convergence at Large Depth

Bodhisattwa Prasad Majumder, Garrison W. Cottrell, Huanru Henry Mao, Julian McAuley, Thomas Bachlechner

arxiv:2003.04887 v2 · 2020-03-10 · cs.LG · 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{F3ZUAXMOW26FD6TCV6NXRVZOII}

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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

9 papers in Pith

NNNN: Neural Networks for Newtonian Noise Mitigation at the Einstein Telescope

HAARES Half-Split Residual Basis Routing for Deep Transformers

Review Residuals: Update-Conditioned Residual Gating for Transformers

Gated Normalization Removal and Scale Anchoring in Pre-Norm Transformers

Attention Residuals

Receipt and verification

First computed	2026-07-05T01:13:25.471600Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ef3405d8eb6bc51fa62af9b78d72e423be865856d2785d38f4ba4c0974da30f

Aliases

arxiv: 2003.04887 · arxiv_version: 2003.04887v2 · doi: 10.48550/arxiv.2003.04887 · pith_short_12: F3ZUAXMOW26F · pith_short_16: F3ZUAXMOW26FD6TC · pith_short_8: F3ZUAXMO

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/F3ZUAXMOW26FD6TCV6NXRVZOII \
  | 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: 2ef3405d8eb6bc51fa62af9b78d72e423be865856d2785d38f4ba4c0974da30f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d4711a14ea4160241e853b03a5f0bbae1bb470ac42f7a9ea211455089625377f",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-10T17:58:01Z",
    "title_canon_sha256": "59e49d16178000e8908e7710d555df4004c4d272757049d59e1b80bc3a391e59"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.04887",
    "kind": "arxiv",
    "version": 2
  }
}