Pith Number

pith:BFDCNHZG

pith:2024:BFDCNHZG44MPXGEQBIHNYM4ZVS

not attested not anchored not stored refs pending

NeuZip: Memory-Efficient Training and Inference with Dynamic Compression of Neural Networks

Lili Mou, Yanshuai Cao, Yongchang Hao

arxiv:2410.20650 v1 · 2024-10-28 · cs.LG · cs.AI · 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{BFDCNHZG44MPXGEQBIHNYM4ZVS}

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

4 papers in Pith

ZipMoE: Efficient On-Device MoE Serving via Lossless Compression and Cache-Affinity Scheduling

The Thermodynamic Costs of Simple Linear Regression

ZipCCL: Efficient Lossless Data Compression of Communication Collectives for Accelerating LLM Training

UCCL-Zip: Lossless Compression Supercharged GPU Communication

Receipt and verification

First computed	2026-07-05T09:27:08.822199Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0946269f26e718fb98900a0edc3399ac89b4d275b8236502d13cc70a8710fbcc

Aliases

arxiv: 2410.20650 · arxiv_version: 2410.20650v1 · doi: 10.48550/arxiv.2410.20650 · pith_short_12: BFDCNHZG44MP · pith_short_16: BFDCNHZG44MPXGEQ · pith_short_8: BFDCNHZG

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/BFDCNHZG44MPXGEQBIHNYM4ZVS \
  | 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: 0946269f26e718fb98900a0edc3399ac89b4d275b8236502d13cc70a8710fbcc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "554cea1be40db3b1af396c214ee197e41f3897f509449d98364b34e167971680",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-28T01:12:20Z",
    "title_canon_sha256": "e8b600a81d455467a32c1492c8d888b0ce0232b149c02dbccacd10bf2dff3694"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.20650",
    "kind": "arxiv",
    "version": 1
  }
}