Pith Number

pith:JRQ25KVF

pith:2025:JRQ25KVFDKNM6UPEPELIDCC57G

not attested not anchored not stored refs pending

Improving Quantization with Post-Training Model Expansion

Giuseppe Franco, Ian Colbert, Michaela Blott, Nicholas Fraser, Pablo Monteagudo-Lago

arxiv:2503.17513 v2 · 2025-03-21 · cs.LG · cs.AI · cs.AR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JRQ25KVFDKNM6UPEPELIDCC57G}

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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

Provable Post-Training Quantization: Theoretical Analysis of OPTQ and Qronos

Receipt and verification

First computed	2026-07-05T12:00:46.985131Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c61aeaaa51a9acf51e4791681885df9b7671413a396684b285fb21f95e327f2

Aliases

arxiv: 2503.17513 · arxiv_version: 2503.17513v2 · doi: 10.48550/arxiv.2503.17513 · pith_short_12: JRQ25KVFDKNM · pith_short_16: JRQ25KVFDKNM6UPE · pith_short_8: JRQ25KVF

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/JRQ25KVFDKNM6UPEPELIDCC57G \
  | 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: 4c61aeaaa51a9acf51e4791681885df9b7671413a396684b285fb21f95e327f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb55284931372ad55f3ad569f57ba56fa90e2bcd80bbdc4056a74e8ca49a64bf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.AR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-21T19:56:59Z",
    "title_canon_sha256": "c7e8ae5c4aaf578f60d1299c6a80ffc1d6e4533a0a733aa44732e2293bb46790"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.17513",
    "kind": "arxiv",
    "version": 2
  }
}