Pith Number

pith:7RPBKFQU

pith:2021:7RPBKFQUSDHBDSHDUSOOG3WUVH

not attested not anchored not stored refs pending

A Survey of Quantization Methods for Efficient Neural Network Inference

Amir Gholami, Kurt Keutzer, Michael W. Mahoney, Sehoon Kim, Zhen Dong, Zhewei Yao

arxiv:2103.13630 v3 · 2021-03-25 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7RPBKFQUSDHBDSHDUSOOG3WUVH}

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.

Cited by

29 papers in Pith

Quantization in Federated Learning: Methods, Challenges and Future Directions

SharQ: Bridging Activation Sparsity and FP4 Quantization for LLM Inference

On the Expressive Power of Weight Quantization in Large Language Models

Quantizing Time-Series Models As Dynamical Systems: Trajectory-Based Quantization Sensitivity Score

Minimum Distortion Quantization with Specified Output Distribution

Receipt and verification

First computed	2026-07-05T02:51:21.145300Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fc5e15161490ce11c8e3a49ce36ed4a9f3466dc69ab6f4d04990d592bcb8ce4f

Aliases

arxiv: 2103.13630 · arxiv_version: 2103.13630v3 · doi: 10.48550/arxiv.2103.13630 · pith_short_12: 7RPBKFQUSDHB · pith_short_16: 7RPBKFQUSDHBDSHD · pith_short_8: 7RPBKFQU

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/7RPBKFQUSDHBDSHDUSOOG3WUVH \
  | 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: fc5e15161490ce11c8e3a49ce36ed4a9f3466dc69ab6f4d04990d592bcb8ce4f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6860b4b6a4a0289b7829952ebf5c91141be3b239cbfdf47d86256bd906c2c92f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-03-25T06:57:11Z",
    "title_canon_sha256": "177db867ac16af6753fc02dd9fc8facf31fbeafeaf379fa6e249bd8f2eef8c5d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.13630",
    "kind": "arxiv",
    "version": 3
  }
}