Pith Number

pith:G4AB2S5T

pith:2024:G4AB2S5TVAAZUQVCRVIBHFMR5Y

not attested not anchored not stored refs pending

DQRM: Deep Quantized Recommendation Models

Dhiraj Kalamkar, Diana Marculescu, Ellick Chan, Kurt Keutzer, Yang Zhou, Zhen Dong

arxiv:2410.20046 v1 · 2024-10-26 · cs.IR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G4AB2S5TVAAZUQVCRVIBHFMR5Y}

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

1 paper in Pith

NestPipe: Large-Scale Recommendation Training on 1,500+ Accelerators via Nested Pipelining

Receipt and verification

First computed	2026-07-05T09:27:07.535505Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

37001d4bb3a8019a42a28d50139591ee3f71dfb76c91714bc3b6f7da213a1a96

Aliases

arxiv: 2410.20046 · arxiv_version: 2410.20046v1 · doi: 10.48550/arxiv.2410.20046 · pith_short_12: G4AB2S5TVAAZ · pith_short_16: G4AB2S5TVAAZUQVC · pith_short_8: G4AB2S5T

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/G4AB2S5TVAAZUQVCRVIBHFMR5Y \
  | 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: 37001d4bb3a8019a42a28d50139591ee3f71dfb76c91714bc3b6f7da213a1a96

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9f34896319a181252209496ec2c0680e782abd5921d2ac505cd517e567cb0a5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-10-26T02:33:52Z",
    "title_canon_sha256": "4e6b85b3d05e14c08d8f7a79cb1b51d89d23deb1a5ae728f8d97bf91e30f3fe3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.20046",
    "kind": "arxiv",
    "version": 1
  }
}