Pith Number

pith:HDBOGZMG

pith:2022:HDBOGZMGOBXLUFKVUGMJE3GJWH

not attested not anchored not stored refs pending

Understanding Scaling Laws for Recommendation Models

Adnan Aziz, Bhargav Bhushanam, Carole-Jean Wu, Newsha Ardalani, Zeliang Chen

arxiv:2208.08489 v1 · 2022-08-17 · cs.IR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HDBOGZMGOBXLUFKVUGMJE3GJWH}

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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

9 papers in Pith

Scaling Laws for Behavioral Foundation Models over User Event Sequences

Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders

Model Merging Scaling Laws in Large Language Models

SilverTorch: A Unified Model-based System to Democratize Large-Scale Recommendation on GPUs

LoKA: Low-precision Kernel Applications for Recommendation Models At Scale

Receipt and verification

First computed	2026-07-05T04:49:34.545843Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

38c2e36586706eba1555a198926cc9b1c321de7ee98c49356a4d7067918f78e7

Aliases

arxiv: 2208.08489 · arxiv_version: 2208.08489v1 · doi: 10.48550/arxiv.2208.08489 · pith_short_12: HDBOGZMGOBXL · pith_short_16: HDBOGZMGOBXLUFKV · pith_short_8: HDBOGZMG

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/HDBOGZMGOBXLUFKVUGMJE3GJWH \
  | 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: 38c2e36586706eba1555a198926cc9b1c321de7ee98c49356a4d7067918f78e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "765465b3bfd259267dd4961e29b770daf4fe94f5ab077d16e0bcc553ec18d735",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2022-08-17T19:13:17Z",
    "title_canon_sha256": "49ed49b60e80135641393743c93dac57579aebcb8b7cc945f7f721d0bbcf94b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.08489",
    "kind": "arxiv",
    "version": 1
  }
}