Pith Number

pith:OXQNM2B3

pith:2024:OXQNM2B3QUARSJ57BQOSAGMEFN

not attested not anchored not stored refs pending

Optimizing Sequential Recommendation Models with Scaling Laws and Approximate Entropy

Chuhan Wu, Defu Lian, Enhong Chen, Hao Wang, Huifeng Guo, Jin Yao Chin, Ruiming Tang, Tingjia Shen, Wei Guo, Yong Liu

arxiv:2412.00430 v6 · 2024-11-30 · cs.AI · 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{OXQNM2B3QUARSJ57BQOSAGMEFN}

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

2 papers in Pith

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

IE as Cache: Information Extraction Enhanced Agentic Reasoning

Receipt and verification

First computed	2026-07-05T10:16:39.772036Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

75e0d6683b85011927bf0c1d2019842b7d3a52ef8ccdb837854122b76c1e4612

Aliases

arxiv: 2412.00430 · arxiv_version: 2412.00430v6 · doi: 10.48550/arxiv.2412.00430 · pith_short_12: OXQNM2B3QUAR · pith_short_16: OXQNM2B3QUARSJ57 · pith_short_8: OXQNM2B3

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/OXQNM2B3QUARSJ57BQOSAGMEFN \
  | 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: 75e0d6683b85011927bf0c1d2019842b7d3a52ef8ccdb837854122b76c1e4612

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6211a37e2e8a1f0161d47402ee06b4d0a60dd13184a580146125ff796d816ac",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-11-30T10:56:30Z",
    "title_canon_sha256": "c38a113dc9bc1b551f8ff1c043d35122179fce21486573d2e1335bb012d56ed1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00430",
    "kind": "arxiv",
    "version": 6
  }
}