Pith Number

pith:H7VWLBGB

pith:2024:H7VWLBGB2DUHNRWO6YMGLWIWLQ

not attested not anchored not stored refs pending

Improved Quantization Strategies for Managing Heavy-tailed Gradients in Distributed Learning

Guangfeng Yan, Hanxu Hou, Linqi Song, Tan Li, Yuanzhang Xiao

arxiv:2402.01798 v1 · 2024-02-02 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H7VWLBGB2DUHNRWO6YMGLWIWLQ}

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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

Lion Cub: Minimizing Communication Overhead in Distributed Lion

Receipt and verification

First computed	2026-07-05T07:41:48.000684Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3feb6584c1d0e876c6cef61865d9165c30f1bcceb5c9c622bd3b698fa60c1b06

Aliases

arxiv: 2402.01798 · arxiv_version: 2402.01798v1 · doi: 10.48550/arxiv.2402.01798 · pith_short_12: H7VWLBGB2DUH · pith_short_16: H7VWLBGB2DUHNRWO · pith_short_8: H7VWLBGB

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/H7VWLBGB2DUHNRWO6YMGLWIWLQ \
  | 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: 3feb6584c1d0e876c6cef61865d9165c30f1bcceb5c9c622bd3b698fa60c1b06

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b67b8acdff33f5318759f04deb1f7e00c3efea6fbb6755a865eb5593b443674d",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-02T06:14:31Z",
    "title_canon_sha256": "c708085c5158887ed6f3550ed01096e102d2c99d7478fd37f7e4f8bd52eef87c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.01798",
    "kind": "arxiv",
    "version": 1
  }
}