Pith Number

pith:CSWEHIKU

pith:2026:CSWEHIKURWZBJ3RNXZXGBXMI46

not attested not anchored not stored refs pending

WinQ: Accelerating Quantization-Aware Training of Language Models Around Saddle Points

Changsheng Zhao, Dongyue Li, Harshit Khaitan, Hongyang R. Zhang, Kai Yi, Raghuraman Krishnamoorthi, Steven Li, Zechun Liu, Zhenshuo Zhang

arxiv:2605.17471 v1 · 2026-05-17 · cs.LG · cs.NA · math.NA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CSWEHIKURWZBJ3RNXZXGBXMI46}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-05-20T00:04:40.697667Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14ac43a1548db214ee2dbe6e60dd88e797b50293624b6ffb65434b0895808b6c

Aliases

arxiv: 2605.17471 · arxiv_version: 2605.17471v1 · doi: 10.48550/arxiv.2605.17471 · pith_short_12: CSWEHIKURWZB · pith_short_16: CSWEHIKURWZBJ3RN · pith_short_8: CSWEHIKU

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/CSWEHIKURWZBJ3RNXZXGBXMI46 \
  | 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: 14ac43a1548db214ee2dbe6e60dd88e797b50293624b6ffb65434b0895808b6c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06889f7640dac651dfb09aedea84e5d876436f42bd8cf88b9f34be3fae857fbb",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-17T14:20:51Z",
    "title_canon_sha256": "6a942f85a6ca1abc8ada0e8a577afedf6d003d37849b7aed7cad297e90443139"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.17471",
    "kind": "arxiv",
    "version": 1
  }
}