Pith Number

pith:SXLQVYXJ

pith:2024:SXLQVYXJYK6F327OADMVDDJZL5

not attested not anchored not stored refs pending

Scaling New Frontiers: Insights into Large Recommendation Models

Defu Lian, Enhong Chen, Hao Wang, Huifeng Guo, Jin Yao Chin, Kai Cheng, Kefan Wang, Kenan Song, Luankang Zhang, Qiushi Pan, Ruiming Tang, Tingjia Shen, Wanqi Xue, Wei Guo, Wenjia Xie, Yi Quan Lee, Yong Liu, Yuyang Ye, Zhongzhou Liu

arxiv:2412.00714 v1 · 2024-12-01 · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SXLQVYXJYK6F327OADMVDDJZL5}

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

3 papers in Pith

The Pitfall of Scaling Up: Uncovering and Mitigating Popularity Bias Amplification in Scaling Transformer-based Recommenders

Expand More, Shrink Less: Shaping Effective-Rank Dynamics for Dense Scaling in Recommendation

Faster and Memory-Efficient Training of Sequential Recommendation Models for Large Catalogs

Receipt and verification

First computed	2026-07-05T09:42:45.747908Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95d70ae2e9c2bc5debee00d9518d395f4c7ab010a096afd6e5315237af409f35

Aliases

arxiv: 2412.00714 · arxiv_version: 2412.00714v1 · doi: 10.48550/arxiv.2412.00714 · pith_short_12: SXLQVYXJYK6F · pith_short_16: SXLQVYXJYK6F327O · pith_short_8: SXLQVYXJ

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/SXLQVYXJYK6F327OADMVDDJZL5 \
  | 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: 95d70ae2e9c2bc5debee00d9518d395f4c7ab010a096afd6e5315237af409f35

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5d5f579d0dd5193f1410b6f8a9049033115a1ad20155fac399050e375a2cad46",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-12-01T07:27:20Z",
    "title_canon_sha256": "15d2c4496b4039825fb688ff4bce83c3b7eead071254c16a3c037b6f84077cc7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00714",
    "kind": "arxiv",
    "version": 1
  }
}