Pith. sign in
Pith Number

pith:PKYHJJ2I

pith:2024:PKYHJJ2I6ARJ6PZY6KJSKPRH6S
not attested not anchored not stored refs pending

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models

Changhoon Kim, Hyegang Son, Yonglak Son, Young Geun Kim

arxiv:2412.03587 v2 · 2024-11-26 · cs.CL · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{PKYHJJ2I6ARJ6PZY6KJSKPRH6S}

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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.
Receipt and verification
First computed 2026-07-05T11:03:18.993231Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7ab074a748f0229f3f38f293253e27f49afbfec41ca326b9125a3e0397063646

Aliases

arxiv: 2412.03587 · arxiv_version: 2412.03587v2 · doi: 10.48550/arxiv.2412.03587 · pith_short_12: PKYHJJ2I6ARJ · pith_short_16: PKYHJJ2I6ARJ6PZY · pith_short_8: PKYHJJ2I
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PKYHJJ2I6ARJ6PZY6KJSKPRH6S \
  | 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: 7ab074a748f0229f3f38f293253e27f49afbfec41ca326b9125a3e0397063646
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1e7bbc8e95c277e1a6aa259d286c166b2d54e8f61b863bd8c602aeace04edc28",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-26T08:41:45Z",
    "title_canon_sha256": "615d5524035bf3aae5648419cd791277271989367ab551af77b0e41e78080aba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.03587",
    "kind": "arxiv",
    "version": 2
  }
}