Pith Number

pith:3CU2INF2

pith:2024:3CU2INF2GMHF2UDJ4YN7DTU5OV

not attested not anchored not stored refs pending

GaLore$+$: Boosting Low-Rank Adaptation for LLMs with Cross-Head Projection

Shaohui Li, Xutao Liao, You He, Yuhui Xu, Yu Liu, Zhi Li

arxiv:2412.19820 v1 · 2024-12-15 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{3CU2INF2GMHF2UDJ4YN7DTU5OV}

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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

1 paper in Pith

Memory-Efficient LLM Pretraining via Minimalist Optimizer Design

Receipt and verification

First computed	2026-07-05T09:55:16.659279Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d8a9a434ba330e5d5069e61bf1ce9d7552d2358ee48ac3c931bf58963f4b6b6e

Aliases

arxiv: 2412.19820 · arxiv_version: 2412.19820v1 · doi: 10.48550/arxiv.2412.19820 · pith_short_12: 3CU2INF2GMHF · pith_short_16: 3CU2INF2GMHF2UDJ · pith_short_8: 3CU2INF2

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/3CU2INF2GMHF2UDJ4YN7DTU5OV \
  | 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: d8a9a434ba330e5d5069e61bf1ce9d7552d2358ee48ac3c931bf58963f4b6b6e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd4ffb308bae9d460564a324bca55bd08475f4e07ddf64d9077202ccaf615f2c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-15T12:28:13Z",
    "title_canon_sha256": "f1d787a196fdf8a90fec6fde95b4dd1696faed4751b220e67fb57010e47ba360"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19820",
    "kind": "arxiv",
    "version": 1
  }
}