Pith Number

pith:ORWOMKGX

pith:2025:ORWOMKGXTFM3OFDTEXPI67EP4Z

not attested not anchored not stored refs pending

LoRA Training Provably Converges to a Low-Rank Global Minimum or It Fails Loudly (But it Probably Won't Fail)

Ernest K. Ryu, Jaeyeon Kim, Junsu Kim

arxiv:2502.09376 v3 · 2025-02-13 · 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{ORWOMKGXTFM3OFDTEXPI67EP4Z}

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

2 papers in Pith

High-Dimensional Theory of LoRA Fine-Tuning in a Solvable Attention Model

Convergent Stochastic Training of Attention and Understanding LoRA

Receipt and verification

First computed	2026-07-05T11:14:27.377230Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

746ce628d79959b7147325de8f7c8fe6502f74733a0227bebc49bd8c7ca041e8

Aliases

arxiv: 2502.09376 · arxiv_version: 2502.09376v3 · doi: 10.48550/arxiv.2502.09376 · pith_short_12: ORWOMKGXTFM3 · pith_short_16: ORWOMKGXTFM3OFDT · pith_short_8: ORWOMKGX

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/ORWOMKGXTFM3OFDTEXPI67EP4Z \
  | 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: 746ce628d79959b7147325de8f7c8fe6502f74733a0227bebc49bd8c7ca041e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1031617a9f85df1a316645bfd7d9badd5d9905bc9d56f57be80f811744743362",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-13T14:45:11Z",
    "title_canon_sha256": "bc7448ac6a3699cf8bf965aab8122689646d5acfc9dcf21d28bfffb0639d9508"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.09376",
    "kind": "arxiv",
    "version": 3
  }
}