recommend

[Paper Review] Learning Effective Language Representations for Sequential Recommendation via Joint Embedding Predictive Architecture (COLM 2025)

March 14, 2026

COLM 2025에 게재 승인 된, JEPA4Rec에 대한 리뷰입니다. 이 논문은 간단하게, 테크닉 중심으로만 리뷰합니다.

[Paper Review] Trie-Aware Transformers for Generative Recommendation

March 2, 2026

TrieRec을 제안하는 Trie-aware Transformers for Generative Recommendation 논문에 대한 리뷰입니다..

[Paper Review] Token-level Collaborative Alignment for LLM-based Generative Recommendation (WWW 2026)

February 23, 2026

WWW 2026에서 공개된 TCA4Rec 논문에 대한 리뷰입니다.

[Paper Review] CORONA: A Coarse-to-Fine Framework for Graph-based Recommendation with Large Language Models (SIGIR 2025)

February 12, 2026

SIGIR 2025에서 공개된 CORONA 논문에 대한 리뷰입니다.

[Paper Review] Unleashing the Native Recommendation Potential: LLM-Based Generative Recommendation via Structured Term Identifiers

February 3, 2026

GRLM을 제안하는 Unleashing the Native Recommendation Potential에 대한 논문 리뷰입니다.

[Paper Review] Lost in Sequence : Do Large Language Models Understand Sequential Recommendation? (KDD 2025)

January 24, 2026

LLM-SRec 논문을 제안하는 Lost in Sequence 논문에 대한 리뷰입니다.

[Paper Review] LLM2Rec: Large Language Models Are Powerful Embedding Models for Sequential Recommendation

January 22, 2026

LLM2Rec 논문 리뷰입니다.