Pith Number

pith:FJJ7EGU2

pith:2024:FJJ7EGU22O7CIJH22CL63ECPQ6

not attested not anchored not stored refs pending

Randomized Asymmetric Chain of LoRA: The First Meaningful Theoretical Framework for Low-Rank Adaptation

Grigory Malinovsky, Hasan Abed Al Kader Hammoud, Hayder Elesedy, Mete Ozay, Peter Richt\'arik, Taha Ceritli, Umberto Michieli

arxiv:2410.08305 v1 · 2024-10-10 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FJJ7EGU22O7CIJH22CL63ECPQ6}

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

On the Convergence Rate of LoRA Gradient Descent

Receipt and verification

First computed	2026-07-05T09:18:55.929292Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a53f21a9ad3be2424fad097ed904f87bd40f9cbf33774659cadcdf644afb5af

Aliases

arxiv: 2410.08305 · arxiv_version: 2410.08305v1 · doi: 10.48550/arxiv.2410.08305 · pith_short_12: FJJ7EGU22O7C · pith_short_16: FJJ7EGU22O7CIJH2 · pith_short_8: FJJ7EGU2

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/FJJ7EGU22O7CIJH22CL63ECPQ6 \
  | 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: 2a53f21a9ad3be2424fad097ed904f87bd40f9cbf33774659cadcdf644afb5af

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e1979988c1cbb449f9ecd61b97d458a8ed96a283d17dee3b0c4c27030972dd4",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-10T18:51:53Z",
    "title_canon_sha256": "0925f073c5391444ad7a3964239026910c7e79e7f7cd96ce333d67a6f949e24a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.08305",
    "kind": "arxiv",
    "version": 1
  }
}