Pith Number

pith:V5BKTTUI

pith:2024:V5BKTTUIIGZA7DLD63IGDTOAMX

not attested not anchored not stored refs pending

Unified Stochastic Framework for Neural Network Quantization and Pruning

Haoyu Zhang, Rayan Saab

arxiv:2412.18184 v3 · 2024-12-24 · cs.LG · cs.NA · math.NA · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V5BKTTUIIGZA7DLD63IGDTOAMX}

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	2026-07-05T11:05:37.736129Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af42a9ce8841b20f8d63f6d061cdc065d99fe7f6f63fda0aea48237791d1dde7

Aliases

arxiv: 2412.18184 · arxiv_version: 2412.18184v3 · doi: 10.48550/arxiv.2412.18184 · pith_short_12: V5BKTTUIIGZA · pith_short_16: V5BKTTUIIGZA7DLD · pith_short_8: V5BKTTUI

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/V5BKTTUIIGZA7DLD63IGDTOAMX \
  | 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: af42a9ce8841b20f8d63f6d061cdc065d99fe7f6f63fda0aea48237791d1dde7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d571ca32af39e69ccd5ad4295d3aff4ab2f3c05941cea8bb7d483acca2d0528a",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA",
      "math.PR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-24T05:38:01Z",
    "title_canon_sha256": "fe16f8e9680cc1ecf94e585138c7099a28baf613c6e7cea03c6cc1e0695ce150"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18184",
    "kind": "arxiv",
    "version": 3
  }
}