Pith. sign in
Pith Number

pith:7IUGSMZE

pith:2023:7IUGSMZEXTPYH3CL4UU4KOJ5GD
not attested not anchored not stored refs pending

Less is More: Selective Layer Finetuning with SubTuning

Andrey Gurevich, Eran Malach, Gal Kaplun, Mazor David, Shai Shalev-Shwartz, Tal Swisa

arxiv:2302.06354 v3 · 2023-02-13 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7IUGSMZEXTPYH3CL4UU4KOJ5GD}

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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

3 papers in Pith

Receipt and verification
First computed 2026-07-05T06:26:45.730356Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fa28693324bcdf83ec4be529c5393d30da2098091c80c97f821f995642126f76

Aliases

arxiv: 2302.06354 · arxiv_version: 2302.06354v3 · doi: 10.48550/arxiv.2302.06354 · pith_short_12: 7IUGSMZEXTPY · pith_short_16: 7IUGSMZEXTPYH3CL · pith_short_8: 7IUGSMZE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7IUGSMZEXTPYH3CL4UU4KOJ5GD \
  | 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: fa28693324bcdf83ec4be529c5393d30da2098091c80c97f821f995642126f76
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "77937fcc4a2983d05b2abf62b1e9dc7c3d881341dd6780d1485ffe1a687cb4e2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-13T13:38:46Z",
    "title_canon_sha256": "22aeecaf1fe2f7c2952b23622ba8a08a6da669ba321417a2e89dfbe4e8be498c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.06354",
    "kind": "arxiv",
    "version": 3
  }
}