Pith Number

pith:K7H4TONG

pith:2024:K7H4TONGXZSBCIPVEWXM6RUGE6

not attested not anchored not stored refs pending

LoRA-GA: Low-Rank Adaptation with Gradient Approximation

Jian Li, Linxi Yu, Shaowen Wang

arxiv:2407.05000 v2 · 2024-07-06 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K7H4TONGXZSBCIPVEWXM6RUGE6}

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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

5 papers in Pith

Channel Location Constrains the Auditability of Subliminal Learning

FACT: A Simple and Efficient Framework for Active Finetuning

FedSmoothLoRA: Toward Smoother and Faster Convergence in Federated Low-Rank Adaptation

HyperAdapt: Simple High-Rank Adaptation

TLoRA+: A Low-Rank Parameter-Efficient Fine-Tuning Method for Large Language Models

Receipt and verification

First computed	2026-07-05T08:44:15.440354Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57cfc9b9a6be641121f525aecf468627a92d0885e9c56fcca6ad665ecafa21c0

Aliases

arxiv: 2407.05000 · arxiv_version: 2407.05000v2 · doi: 10.48550/arxiv.2407.05000 · pith_short_12: K7H4TONGXZSB · pith_short_16: K7H4TONGXZSBCIPV · pith_short_8: K7H4TONG

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/K7H4TONGXZSBCIPVEWXM6RUGE6 \
  | 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: 57cfc9b9a6be641121f525aecf468627a92d0885e9c56fcca6ad665ecafa21c0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "db2f7819155cee6899819ac8570638ac6cd6e4cab714274905bb71dd5608af47",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-06T08:37:21Z",
    "title_canon_sha256": "33feb2546a18123593eceda9e016fda20bebc02d77269d00bc6dff7a3308c8a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.05000",
    "kind": "arxiv",
    "version": 2
  }
}