Pith Number

pith:YB6TDC5D

pith:2024:YB6TDC5DH6QJA5UUFQAFMA7G3G

not attested not anchored not stored refs pending

Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation

Jizhi Zhang, Juntao You, Keqin Bao, Tat-Seng Chua, Wenjie Wang, Yang Zhang, Yimeng Bai

arxiv:2410.22809 v1 · 2024-10-30 · 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{YB6TDC5DH6QJA5UUFQAFMA7G3G}

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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

4 papers in Pith

Preference-Aware Rubric Learning for Personalized Evaluation

LWGR: Lagrangian-Constrained Personalized World Knowledge for Generative Recommendation

BEAR: Towards Beam-Search-Aware Optimization for Recommendation with Large Language Models

Federated User Behavior Modeling for Privacy-Preserving LLM Recommendation

Receipt and verification

First computed	2026-07-05T09:28:36.423291Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c07d318ba33fa09076942c005603e6d9bd2d33d926220781fd572250eb6dfe4d

Aliases

arxiv: 2410.22809 · arxiv_version: 2410.22809v1 · doi: 10.48550/arxiv.2410.22809 · pith_short_12: YB6TDC5DH6QJ · pith_short_16: YB6TDC5DH6QJA5UU · pith_short_8: YB6TDC5D

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/YB6TDC5DH6QJA5UUFQAFMA7G3G \
  | 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: c07d318ba33fa09076942c005603e6d9bd2d33d926220781fd572250eb6dfe4d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff1e20958adb9e82d1f7566042daf9cfc6f2551426d4ef34a4aa50acc70caa64",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-10-30T08:41:13Z",
    "title_canon_sha256": "94e2072f7bfa6f0351448a2df63606cc08a79ee0f126542b7edf4238d6c3247b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.22809",
    "kind": "arxiv",
    "version": 1
  }
}