Pith Number

pith:V42TV3EH

pith:2025:V42TV3EHR56E4MRQ4XHC6AOM45

not attested not anchored not stored refs pending

Scaling Law for Quantization-Aware Training

Chaoyi Zhang, Jie Huang, Jing Liu, Jin Ma, Mengzhao Chen, Ping Luo, Xun Zhou, Yunshui Li, Yutao Zeng, Zeyue Xue, Zhiheng Liu

arxiv:2505.14302 v1 · 2025-05-20 · cs.LG · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V42TV3EHR56E4MRQ4XHC6AOM45}

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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

5 papers in Pith

APEX4: Efficient Pure W4A4 LLM Inference via Intra-SM Compute Rebalancing

Scaling Laws Meet Model Architecture: Toward Inference-Efficient LLMs

NVIDIA Nemotron 3: Efficient and Open Intelligence

When Flat Minima Fail: Characterizing INT4 Quantization Collapse After FP32 Convergence

Receipt and verification

First computed	2026-07-05T11:05:59.366144Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af353aec878f7c4e3230e5ce2f01cce74ffb943048262e48d8468e78597f46dc

Aliases

arxiv: 2505.14302 · arxiv_version: 2505.14302v1 · doi: 10.48550/arxiv.2505.14302 · pith_short_12: V42TV3EHR56E · pith_short_16: V42TV3EHR56E4MRQ · pith_short_8: V42TV3EH

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/V42TV3EHR56E4MRQ4XHC6AOM45 \
  | 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: af353aec878f7c4e3230e5ce2f01cce74ffb943048262e48d8468e78597f46dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9f0062e7413492fc7717a1a973c7ee33b6be794b6ab7fb395c78535759fa6be",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-20T12:54:43Z",
    "title_canon_sha256": "da187b39437d4733126a2089cbb0ea8e472beb974327b833013ab673e7f08d14"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.14302",
    "kind": "arxiv",
    "version": 1
  }
}