Pith Number

pith:RDIXBWDQ

pith:2024:RDIXBWDQM6DNFFQU64UGWU3W6Z

not attested not anchored not stored refs pending

Training Neural Networks from Scratch with Parallel Low-Rank Adapters

Brian Cheung, Jeremy Bernstein, Minyoung Huh, Phillip Isola, Pulkit Agrawal

arxiv:2402.16828 v2 · 2024-02-26 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RDIXBWDQM6DNFFQU64UGWU3W6Z}

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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

Learned Subspace Compression for Communication-Efficient Pipeline Parallelism

Receipt and verification

First computed	2026-07-05T08:48:59.842645Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

88d170d8706786d29614f7286b5376f655293dbc7c7e7a4e0e4d56167da328c7

Aliases

arxiv: 2402.16828 · arxiv_version: 2402.16828v2 · doi: 10.48550/arxiv.2402.16828 · pith_short_12: RDIXBWDQM6DN · pith_short_16: RDIXBWDQM6DNFFQU · pith_short_8: RDIXBWDQ

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/RDIXBWDQM6DNFFQU64UGWU3W6Z \
  | 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: 88d170d8706786d29614f7286b5376f655293dbc7c7e7a4e0e4d56167da328c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6b0566ca7edf317a0d997d859157bc23af00f9edfa3a963263b6558cf6746607",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-26T18:55:13Z",
    "title_canon_sha256": "ce1c42700da22a3b0fe0d0392cfa23351d20bd5d2bdc87f2cdd0a439fc8483ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.16828",
    "kind": "arxiv",
    "version": 2
  }
}