TwiSTAR:Think Fast, Think Slow, Then Act,Generative Recommendation with Adaptive Reasoning
Fuente:
arXiv
Saved in:
| Main Authors: | Cao, Shiteng, Jiang, Kaian, Gong, Yunlong, Li, Zhiheng |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Slow Thinking for Sequential Recommendation
by: Zhang, Junjie, et al.
Published: (2025)
by: Zhang, Junjie, et al.
Published: (2025)
Act-With-Think: Chunk Auto-Regressive Modeling for Generative Recommendation
by: Wang, Yifan, et al.
Published: (2025)
by: Wang, Yifan, et al.
Published: (2025)
OneRec-Think: In-Text Reasoning for Generative Recommendation
by: Liu, Zhanyu, et al.
Published: (2025)
by: Liu, Zhanyu, et al.
Published: (2025)
Think before Recommendation: Autonomous Reasoning-enhanced Recommender
by: Kong, Xiaoyu, et al.
Published: (2025)
by: Kong, Xiaoyu, et al.
Published: (2025)
Enhancing Local Life Service Recommendation with Agentic Reasoning in Large Language Model
by: Cao, Shiteng, et al.
Published: (2026)
by: Cao, Shiteng, et al.
Published: (2026)
GLASS: A Generative Recommender for Long-sequence Modeling via SID-Tier and Semantic Search
by: Cao, Shiteng, et al.
Published: (2026)
by: Cao, Shiteng, et al.
Published: (2026)
Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation
by: Tang, Jiakai, et al.
Published: (2025)
by: Tang, Jiakai, et al.
Published: (2025)
LASAR: Latent Adaptive Semantic Aligned Reasoning for Generative Recommendation
by: Chen, Yiwen, et al.
Published: (2026)
by: Chen, Yiwen, et al.
Published: (2026)
TFRank: Think-Free Reasoning Enables Practical Pointwise LLM Ranking
by: Fan, Yongqi, et al.
Published: (2025)
by: Fan, Yongqi, et al.
Published: (2025)
Why Thinking Hurts: Diagnosing and Rectifying Linguistic Inertia in Large Language Models for Recommendation
by: Zhang, Luankang, et al.
Published: (2026)
by: Zhang, Luankang, et al.
Published: (2026)
Exploring Human-Like Thinking in Search Simulations with Large Language Models
by: Zhang, Erhan, et al.
Published: (2025)
by: Zhang, Erhan, et al.
Published: (2025)
Think When Needed: Model-Aware Reasoning Routing for LLM-based Ranking
by: Guo, Huizhong, et al.
Published: (2026)
by: Guo, Huizhong, et al.
Published: (2026)
Beyond Chunks and Graphs: Retrieval-Augmented Generation through Triplet-Driven Thinking
by: Gong, Shengbo, et al.
Published: (2025)
by: Gong, Shengbo, et al.
Published: (2025)
DiffuReason: Bridging Latent Reasoning and Generative Refinement for Sequential Recommendation
by: Jiang, Jie, et al.
Published: (2026)
by: Jiang, Jie, et al.
Published: (2026)
ThinkRec: Thinking-based recommendation via LLM
by: Yu, Qihang, et al.
Published: (2025)
by: Yu, Qihang, et al.
Published: (2025)
ThinkQE: Query Expansion via an Evolving Thinking Process
by: Lei, Yibin, et al.
Published: (2025)
by: Lei, Yibin, et al.
Published: (2025)
Verifiable Reasoning for LLM-based Generative Recommendation
by: Lin, Xinyu, et al.
Published: (2026)
by: Lin, Xinyu, et al.
Published: (2026)
PoTable: Towards Systematic Thinking via Plan-then-Execute Stage Reasoning on Tables
by: Mao, Qingyang, et al.
Published: (2024)
by: Mao, Qingyang, et al.
Published: (2024)
Pareto-based Multi-Objective Recommender System with Forgetting Curve
by: Jin, Jipeng, et al.
Published: (2023)
by: Jin, Jipeng, et al.
Published: (2023)
Structured Spectral Reasoning for Frequency-Adaptive Multimodal Recommendation
by: Yang, Wei, et al.
Published: (2025)
by: Yang, Wei, et al.
Published: (2025)
Personalized Query Auto-Completion for Long and Short-Term Interests with Adaptive Detoxification Generation
by: Wang, Zhibo, et al.
Published: (2025)
by: Wang, Zhibo, et al.
Published: (2025)
Generative Reasoning Recommendation via LLMs
by: Hong, Minjie, et al.
Published: (2025)
by: Hong, Minjie, et al.
Published: (2025)
Think When Needed: Adaptive Reasoning-Driven Multimodal Embeddings with a Dual-LoRA Architecture
by: Zhang, Longxiang, et al.
Published: (2026)
by: Zhang, Longxiang, et al.
Published: (2026)
STAR: Semantic-Tuned and Tail-Adaptive Retriever for Graph-Augmented Generation
by: Li, Shuai, et al.
Published: (2026)
by: Li, Shuai, et al.
Published: (2026)
Learning Refined Document Representations for Dense Retrieval via Deliberate Thinking
by: Ji, Yifan, et al.
Published: (2025)
by: Ji, Yifan, et al.
Published: (2025)
STAR-Rec: Making Peace with Length Variance and Pattern Diversity in Sequential Recommendation
by: Wang, Maolin, et al.
Published: (2025)
by: Wang, Maolin, et al.
Published: (2025)
Factorized Latent Reasoning for LLM-based Recommendation
by: Gao, Tianqi, et al.
Published: (2026)
by: Gao, Tianqi, et al.
Published: (2026)
Parallel Latent Reasoning for Sequential Recommendation
by: Tang, Jiakai, et al.
Published: (2026)
by: Tang, Jiakai, et al.
Published: (2026)
Reinforced Preference Optimization for Reasoning-Augmented Recommendations
by: Gao, Jingtong, et al.
Published: (2026)
by: Gao, Jingtong, et al.
Published: (2026)
Uncertainty-aware Generative Recommendation
by: Fan, Chenxiao, et al.
Published: (2026)
by: Fan, Chenxiao, et al.
Published: (2026)
RAG over Thinking Traces Can Improve Reasoning Tasks
by: Arabzadeh, Negar, et al.
Published: (2026)
by: Arabzadeh, Negar, et al.
Published: (2026)
Harmonizing Generative Retrieval and Ranking in Chain-of-Recommendation
by: Liu, Yu, et al.
Published: (2026)
by: Liu, Yu, et al.
Published: (2026)
OG-Rank: Learning to Rank Fast and Slow with Uncertainty and Reward-Trend Guided Adaptive Exploration
by: Singh, Praphul, et al.
Published: (2025)
by: Singh, Praphul, et al.
Published: (2025)
ManCAR: Manifold-Constrained Latent Reasoning with Adaptive Test-Time Computation for Sequential Recommendation
by: Yang, Kun, et al.
Published: (2026)
by: Yang, Kun, et al.
Published: (2026)
APAO: Adaptive Prefix-Aware Optimization for Generative Recommendation
by: Yu, Yuanqing, et al.
Published: (2026)
by: Yu, Yuanqing, et al.
Published: (2026)
Internalizing Multi-Agent Reasoning for Accurate and Efficient LLM-based Recommendation
by: Wu, Yang, et al.
Published: (2026)
by: Wu, Yang, et al.
Published: (2026)
Awakening Dormant Users: Generative Recommendation with Counterfactual Functional Role Reasoning
by: Luo, Huishi, et al.
Published: (2026)
by: Luo, Huishi, et al.
Published: (2026)
Bringing Reasoning to Generative Recommendation Through the Lens of Cascaded Ranking
by: Lin, Xinyu, et al.
Published: (2026)
by: Lin, Xinyu, et al.
Published: (2026)
Learning Evolving Preferences: A Federated Continual Framework for User-Centric Recommendation
by: Zhang, Chunxu, et al.
Published: (2026)
by: Zhang, Chunxu, et al.
Published: (2026)
STAR: Semantic Table Representation with Header-Aware Clustering and Adaptive Weighted Fusion
by: Hsu, Shui-Hsiang, et al.
Published: (2026)
by: Hsu, Shui-Hsiang, et al.
Published: (2026)
Similar Items
-
Slow Thinking for Sequential Recommendation
by: Zhang, Junjie, et al.
Published: (2025) -
Act-With-Think: Chunk Auto-Regressive Modeling for Generative Recommendation
by: Wang, Yifan, et al.
Published: (2025) -
OneRec-Think: In-Text Reasoning for Generative Recommendation
by: Liu, Zhanyu, et al.
Published: (2025) -
Think before Recommendation: Autonomous Reasoning-enhanced Recommender
by: Kong, Xiaoyu, et al.
Published: (2025) -
Enhancing Local Life Service Recommendation with Agentic Reasoning in Large Language Model
by: Cao, Shiteng, et al.
Published: (2026)