Pith Number

pith:342G543T

pith:2024:342G543TZVUPTSFHPLEO6ZTGXH

not attested not anchored not stored refs pending

HLLM: Enhancing Sequential Recommendations via Hierarchical Large Language Models for Item and User Modeling

Bingyue Peng, Junyi Chen, Lu Chi, Zehuan Yuan

arxiv:2409.12740 v1 · 2024-09-19 · cs.IR · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{342G543TZVUPTSFHPLEO6ZTGXH}

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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

23 papers in Pith

Intuition-Guided Latent Reasoning for LLM-Based Recommendation

Limitations of LTI Koopman Modeling for Nonlinear Control Systems

TriAlignGR: Triangular Multitask Alignment with Multimodal Deep Interest Mining for Generative Recommendation

From Item-Only to Query-Item: Query-Conditioned Generative Search with QGS in Quark

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges

Receipt and verification

First computed	2026-07-05T09:09:11.592109Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

df346ef373cd68f9c8a77ac8ef6666b9f024fbd66cf26ce4d6f8cef0155a699d

Aliases

arxiv: 2409.12740 · arxiv_version: 2409.12740v1 · doi: 10.48550/arxiv.2409.12740 · pith_short_12: 342G543TZVUP · pith_short_16: 342G543TZVUPTSFH · pith_short_8: 342G543T

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/342G543TZVUPTSFHPLEO6ZTGXH \
  | 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: df346ef373cd68f9c8a77ac8ef6666b9f024fbd66cf26ce4d6f8cef0155a699d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "de46265daa8c625343749edfb73f2073600b186564a5e65c946949eab16a0681",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-09-19T13:03:07Z",
    "title_canon_sha256": "9a4b6fabe418e7b71a525191bad796c71b054bd3c6669cc02da16144741d00c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.12740",
    "kind": "arxiv",
    "version": 1
  }
}