Paper Citation Record · LEDGER

Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2410.22809.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2410.22809 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:00:27.569753Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-01T19:36:08.267435Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 322cc14f-ce08-47b0-906f-8be4ddd4b23e · inbound

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders cites this paper.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:27.569753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db467b1b-6fa5-4ad1-b387-994b0a31725c · inbound

Enhancing Temporal Sensitivity of Large Language Model for Recommendation with Counterfactual Tuning cites this paper.

Enhancing Temporal Sensitivity of Large Language Model for Recommendation with Counterfactual Tuning Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:09.819312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8df119d8-1505-4cd8-9af3-9217b5a6daf0 · inbound

BEAR: Towards Beam-Search-Aware Optimization for Recommendation with Large Language Models cites this paper.

BEAR: Towards Beam-Search-Aware Optimization for Recommendation with Large Language Models Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation

Reference 79

Resolution: verified exact; arxiv_id, observed 2026-05-16T09:27:41.317619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b6542ece-0254-4212-9ebe-bd14833ca5d3 · inbound

BEAR: Towards Beam-Search-Aware Optimization for Recommendation with Large Language Models cites this paper.

BEAR: Towards Beam-Search-Aware Optimization for Recommendation with Large Language Models Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-03T06:28:30.523386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d2b7ddd-5a4e-4d7c-b6ac-a86901e524cf · inbound

Federated User Behavior Modeling for Privacy-Preserving LLM Recommendation cites this paper.

Federated User Behavior Modeling for Privacy-Preserving LLM Recommendation Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-10T10:09:06.523202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3352d712-8e0e-43f5-884e-6c2c175e84ff · inbound

LWGR: Lagrangian-Constrained Personalized World Knowledge for Generative Recommendation cites this paper.

LWGR: Lagrangian-Constrained Personalized World Knowledge for Generative Recommendation Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation

Reference 60

Resolution: verified exact; arxiv_id, observed 2026-05-21T01:33:56.577647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b576d15b-456c-41eb-a3c4-63275354388b · inbound

Preference-Aware Rubric Learning for Personalized Evaluation cites this paper.

Preference-Aware Rubric Learning for Personalized Evaluation Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-07-01T19:36:08.268873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cab07d0d-252f-48b0-95e6-e68187864492 · inbound

LBR: Towards Mitigating Length Bias in Large Language Models for Recommendation cites this paper.

LBR: Towards Mitigating Length Bias in Large Language Models for Recommendation Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation

Reference 72

Resolution: unresolved; no resolver link, observed 2026-07-11T20:29:43.700229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.