Pith Number

pith:Y5K7QRPF

pith:2024:Y5K7QRPFDUB6XPCIV7T7TAKIW5

not attested not anchored not stored refs pending

Initialization is Critical to Whether Transformers Fit Composite Functions by Reasoning or Memorizing

Pengxiao Lin, Yaoyu Zhang, Zhi-Qin John Xu, Zhiwei Wang, Zhongwang Zhang

arxiv:2405.05409 v5 · 2024-05-08 · 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{Y5K7QRPFDUB6XPCIV7T7TAKIW5}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

ELAS: Efficient Pre-Training of Low-Rank Large Language Models via 2:4 Activation Sparsity

Receipt and verification

First computed	2026-07-05T09:59:46.520588Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c755f845e51d03ebbc48afe7f98148b77190fd4ccb1a5bc571230523f84e7240

Aliases

arxiv: 2405.05409 · arxiv_version: 2405.05409v5 · doi: 10.48550/arxiv.2405.05409 · pith_short_12: Y5K7QRPFDUB6 · pith_short_16: Y5K7QRPFDUB6XPCI · pith_short_8: Y5K7QRPF

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/Y5K7QRPFDUB6XPCIV7T7TAKIW5 \
  | 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: c755f845e51d03ebbc48afe7f98148b77190fd4ccb1a5bc571230523f84e7240

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c1a0b7a1e9bdb1c7ad2091c65d879820a665aaf2cb9bb7d6d8f97f0b36a5e4b8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-08T20:23:24Z",
    "title_canon_sha256": "57a549d2586fbfebca24ede5f5aa43f924237047d08a5ac5c2aea641eab7c2d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.05409",
    "kind": "arxiv",
    "version": 5
  }
}