Pith Number

pith:AC6QXDGZ

pith:2022:AC6QXDGZIAPLO3LLPN75DCVQYQ

not attested not anchored not stored refs pending

DyLoRA: Parameter Efficient Tuning of Pre-trained Models using Dynamic Search-Free Low-Rank Adaptation

Ali Ghodsi, Ivan Kobyzev, Mehdi Rezagholizadeh, Mojtaba Valipour

arxiv:2210.07558 v2 · 2022-10-14 · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AC6QXDGZIAPLO3LLPN75DCVQYQ}

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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

4 papers in Pith

Mask the Target: A Plug-and-Play Regularizer Against LoRA Forgetting

Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey

BID-LoRA: A Parameter-Efficient Framework for Continual Learning and Unlearning

MatryoshkaLoRA: Learning Accurate Hierarchical Low-Rank Representations for LLM Fine-Tuning

Receipt and verification

First computed	2026-07-05T06:02:30.172751Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

00bd0b8cd9401eb76d6b7b7fd18ab0c41367bcdd94121c430d1741d3e2d18e18

Aliases

arxiv: 2210.07558 · arxiv_version: 2210.07558v2 · doi: 10.48550/arxiv.2210.07558 · pith_short_12: AC6QXDGZIAPL · pith_short_16: AC6QXDGZIAPLO3LL · pith_short_8: AC6QXDGZ

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/AC6QXDGZIAPLO3LLPN75DCVQYQ \
  | 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: 00bd0b8cd9401eb76d6b7b7fd18ab0c41367bcdd94121c430d1741d3e2d18e18

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f94feecabd754d7efad182f5622f4303ef4e27d05b61b238247221a813b6b04f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-14T06:29:22Z",
    "title_canon_sha256": "bbf8ceac32983efc8a78d9aee4d5adb3446b546f60e0d8ed60981b03143cb887"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.07558",
    "kind": "arxiv",
    "version": 2
  }
}