Pith Number

pith:CEX6QJI6

pith:2024:CEX6QJI6HWRYWLQ2QYKBRHAYMV

not attested not anchored not stored refs pending

Efficient Distributed Training through Gradient Compression with Sparsification and Quantization Techniques

Shantanu Kumar, Shruti Singh

arxiv:2502.07634 v1 · 2024-12-07 · cs.LG · cs.MM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CEX6QJI6HWRYWLQ2QYKBRHAYMV}

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	2026-07-05T10:12:40.265884Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

112fe8251e3da38b2e1a8614189c18656b16b3a86d9917ec90ada89a7a41a46d

Aliases

arxiv: 2502.07634 · arxiv_version: 2502.07634v1 · doi: 10.48550/arxiv.2502.07634 · pith_short_12: CEX6QJI6HWRY · pith_short_16: CEX6QJI6HWRYWLQ2 · pith_short_8: CEX6QJI6

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/CEX6QJI6HWRYWLQ2QYKBRHAYMV \
  | 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: 112fe8251e3da38b2e1a8614189c18656b16b3a86d9917ec90ada89a7a41a46d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e55684cc325b9606eb2311a03bc7ab04ed85742fe81d4bc197332ca6635b8f7",
    "cross_cats_sorted": [
      "cs.MM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-07T22:55:55Z",
    "title_canon_sha256": "63d30599cc04aacf7c9c67814bbf4e351c1e53fe57f6378f3b15a5a41da6766e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.07634",
    "kind": "arxiv",
    "version": 1
  }
}