Pith Number

pith:RX3D7XUL

pith:2024:RX3D7XULQUJWZAYWX56LCEJNH3

not attested not anchored not stored refs pending

SVD-LLM: Truncation-aware Singular Value Decomposition for Large Language Model Compression

Mi Zhang, Xin Wang, Yu Zheng, Zhongwei Wan

arxiv:2403.07378 v5 · 2024-03-12 · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RX3D7XULQUJWZAYWX56LCEJNH3}

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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

22 papers in Pith

Activation- and Influence-Aware Ranks (AIR): Function-Preserving SVD Compression for LLMs

EinSort: Sorting is All We Need for Tensorizing LLM

SigmaScale: LLM Compression with SVD-based Low-Rank Decomposition and Learned Scaling Matrices

Rethinking the Role of Tensor Decompositions in Post-Training LLM Compression

Cross-Layer Subspace Coupling for LLM Compression: A Unifying Framework and Its Empirical Limits

Receipt and verification

First computed	2026-07-05T10:31:42.060883Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8df63fde8b85136c8316bf7cb1112d3ed821e70bc2b3827439af759001b5910f

Aliases

arxiv: 2403.07378 · arxiv_version: 2403.07378v5 · doi: 10.48550/arxiv.2403.07378 · pith_short_12: RX3D7XULQUJW · pith_short_16: RX3D7XULQUJWZAYW · pith_short_8: RX3D7XUL

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/RX3D7XULQUJWZAYWX56LCEJNH3 \
  | 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: 8df63fde8b85136c8316bf7cb1112d3ed821e70bc2b3827439af759001b5910f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f9d338e2a80e11feec71a89641a783efbee79421c9a8bb0d3377b14d36c90da0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-12T07:31:18Z",
    "title_canon_sha256": "d99419bd6e08fe483c79ac26313cce0fba025ccf64ea13bb63bdec525a11cbcf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.07378",
    "kind": "arxiv",
    "version": 5
  }
}