Pith Number

pith:HKT7AFGV

pith:2026:HKT7AFGVDZAZ7JV4M3DPJYBQ3D

not attested not anchored not stored refs pending

Understanding Quantization-Aware Training: Gradients at Quantized Weights Bias to the Low-Loss Basin

Hanyang Li, Jianhao Ma, Ying Cui

arxiv:2606.09012 v1 · 2026-06-08 · cs.LG · cs.AI · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HKT7AFGVDZAZ7JV4M3DPJYBQ3D}

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	2026-06-09T02:07:53.418340Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3aa7f014d51e419fa6bc66c6f4e030d8ed246eabeb3fc5e0602a11ca574f8d8e

Aliases

arxiv: 2606.09012 · arxiv_version: 2606.09012v1 · doi: 10.48550/arxiv.2606.09012 · pith_short_12: HKT7AFGVDZAZ · pith_short_16: HKT7AFGVDZAZ7JV4 · pith_short_8: HKT7AFGV

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/HKT7AFGVDZAZ7JV4M3DPJYBQ3D \
  | 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: 3aa7f014d51e419fa6bc66c6f4e030d8ed246eabeb3fc5e0602a11ca574f8d8e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a6f44d942be31c95a740bacecb084b822c99a2c89467cf0541d9aeeabd629c0",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-08T04:21:39Z",
    "title_canon_sha256": "b6a642dafc4de9e0ef2b4527f11f1a385d54ec7d9c57fa69cc89ee376512a5ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.09012",
    "kind": "arxiv",
    "version": 1
  }
}