GRACE: Generative Representation Learning via Contrastive Policy Optimization
Fuente:
arXiv
Saved in:
| Main Authors: | Sun, Jiashuo, Liu, Shixuan, Su, Zhaochen, Zhong, Xianrui, Jiang, Pengcheng, Jin, Bowen, Li, Peiran, Shi, Weijia, Han, Jiawei |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Structure-R1: Dynamically Leveraging Structural Knowledge in LLM Reasoning through Reinforcement Learning
by: Wu, Junlin, et al.
Published: (2025)
by: Wu, Junlin, et al.
Published: (2025)
Benchmarking Retrieval-Augmented Generation for Chemistry
by: Zhong, Xianrui, et al.
Published: (2025)
by: Zhong, Xianrui, et al.
Published: (2025)
Harness-1: Reinforcement Learning for Search Agents with State-Externalizing Harnesses
by: Jiang, Pengcheng, et al.
Published: (2026)
by: Jiang, Pengcheng, et al.
Published: (2026)
FITMM: Adaptive Frequency-Aware Multimodal Recommendation via Information-Theoretic Representation Learning
by: Yang, Wei, et al.
Published: (2026)
by: Yang, Wei, et al.
Published: (2026)
DeepRetrieval: Hacking Real Search Engines and Retrievers with Large Language Models via Reinforcement Learning
by: Jiang, Pengcheng, et al.
Published: (2025)
by: Jiang, Pengcheng, et al.
Published: (2025)
PairSem: LLM-Guided Pairwise Semantic Matching for Scientific Document Retrieval
by: Kweon, Wonbin, et al.
Published: (2025)
by: Kweon, Wonbin, et al.
Published: (2025)
Towards Robust Recommendation via Decision Boundary-aware Graph Contrastive Learning
by: Tang, Jiakai, et al.
Published: (2024)
by: Tang, Jiakai, et al.
Published: (2024)
Efficient, Property-Aligned Fan-Out Retrieval via RL-Compiled Diffusion
by: Jiang, Pengcheng, et al.
Published: (2026)
by: Jiang, Pengcheng, et al.
Published: (2026)
Contrastive Representation for Interactive Recommendation
by: Li, Jingyu, et al.
Published: (2024)
by: Li, Jingyu, et al.
Published: (2024)
Chain-of-Choice Hierarchical Policy Learning for Conversational Recommendation
by: Fan, Wei, et al.
Published: (2023)
by: Fan, Wei, et al.
Published: (2023)
GRACE: Generative Recommendation via Journey-Aware Sparse Attention on Chain-of-Thought Tokenization
by: Ma, Luyi, et al.
Published: (2025)
by: Ma, Luyi, et al.
Published: (2025)
Improving Scientific Document Retrieval with Concept Coverage-based Query Set Generation
by: Kang, SeongKu, et al.
Published: (2025)
by: Kang, SeongKu, et al.
Published: (2025)
CoRank: LLM-Based Compact Reranking with Document Features for Scientific Retrieval
by: Tian, Runchu, et al.
Published: (2025)
by: Tian, Runchu, et al.
Published: (2025)
Generative Retrieval with Semantic Tree-Structured Item Identifiers via Contrastive Learning
by: Si, Zihua, et al.
Published: (2023)
by: Si, Zihua, et al.
Published: (2023)
Taxonomy-guided Semantic Indexing for Academic Paper Search
by: Kang, SeongKu, et al.
Published: (2024)
by: Kang, SeongKu, et al.
Published: (2024)
ARK: Answer-Centric Retriever Tuning via KG-augmented Curriculum Learning
by: Ding, Hang, et al.
Published: (2025)
by: Ding, Hang, et al.
Published: (2025)
PrLM: Learning Explicit Reasoning for Personalized RAG via Contrastive Reward Optimization
by: Zhang, Kepu, et al.
Published: (2025)
by: Zhang, Kepu, et al.
Published: (2025)
Optimizing Retrieval for RAG via Reinforcement Learning
by: Zhou, Jiawei, et al.
Published: (2025)
by: Zhou, Jiawei, et al.
Published: (2025)
CoST: Contrastive Quantization based Semantic Tokenization for Generative Recommendation
by: Zhu, Jieming, et al.
Published: (2024)
by: Zhu, Jieming, et al.
Published: (2024)
Improving Retrieval in Theme-specific Applications using a Corpus Topical Taxonomy
by: Kang, SeongKu, et al.
Published: (2024)
by: Kang, SeongKu, et al.
Published: (2024)
Representation Quantization for Collaborative Filtering Augmentation
by: Luo, Yunze, et al.
Published: (2025)
by: Luo, Yunze, et al.
Published: (2025)
CRENER: A Character Relation Enhanced Chinese NER Model
by: Qiao, Yaqiong, et al.
Published: (2024)
by: Qiao, Yaqiong, et al.
Published: (2024)
Learning Refined Document Representations for Dense Retrieval via Deliberate Thinking
by: Ji, Yifan, et al.
Published: (2025)
by: Ji, Yifan, et al.
Published: (2025)
LLM Alignment as Retriever Optimization: An Information Retrieval Perspective
by: Jin, Bowen, et al.
Published: (2025)
by: Jin, Bowen, et al.
Published: (2025)
OpenRAG: Optimizing RAG End-to-End via In-Context Retrieval Learning
by: Zhou, Jiawei, et al.
Published: (2025)
by: Zhou, Jiawei, et al.
Published: (2025)
Enhancing Graph Contrastive Learning with Reliable and Informative Augmentation for Recommendation
by: Zheng, Bowen, et al.
Published: (2024)
by: Zheng, Bowen, et al.
Published: (2024)
LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach
by: Xin, Haoran, et al.
Published: (2025)
by: Xin, Haoran, et al.
Published: (2025)
An Empirical Study on Reinforcement Learning for Reasoning-Search Interleaved LLM Agents
by: Jin, Bowen, et al.
Published: (2025)
by: Jin, Bowen, et al.
Published: (2025)
Towards Mitigating Dimensional Collapse of Representations in Collaborative Filtering
by: Chen, Huiyuan, et al.
Published: (2023)
by: Chen, Huiyuan, et al.
Published: (2023)
What Generative Search Engines Like and How to Optimize Web Content Cooperatively
by: Wu, Yujiang, et al.
Published: (2025)
by: Wu, Yujiang, et al.
Published: (2025)
Unified Value Alignment for Generative Recommendation in Industrial Advertising
by: Zhang, Xinxun, et al.
Published: (2026)
by: Zhang, Xinxun, et al.
Published: (2026)
Learning ID-free Item Representation with Token Crossing for Multimodal Recommendation
by: Zhang, Kangning, et al.
Published: (2024)
by: Zhang, Kangning, et al.
Published: (2024)
Generative Recommender with End-to-End Learnable Item Tokenization
by: Liu, Enze, et al.
Published: (2024)
by: Liu, Enze, et al.
Published: (2024)
Equity vs. Equality: Optimizing Ranking Fairness for Tailored Provider Needs
by: Tu, Yiteng, et al.
Published: (2026)
by: Tu, Yiteng, et al.
Published: (2026)
Intent Propagation Contrastive Collaborative Filtering
by: Li, Haojie, et al.
Published: (2026)
by: Li, Haojie, et al.
Published: (2026)
Generative Data Augmentation in Graph Contrastive Learning for Recommendation
by: Wang, Yansong, et al.
Published: (2025)
by: Wang, Yansong, et al.
Published: (2025)
SaFRO: Satisfaction-Aware Fusion via Dual-Relative Policy Optimization for Short-Video Search
by: Zhou, Renzhe, et al.
Published: (2026)
by: Zhou, Renzhe, et al.
Published: (2026)
Improving Recommendation Fairness without Sensitive Attributes Using Multi-Persona LLMs
by: Xin, Haoran, et al.
Published: (2025)
by: Xin, Haoran, et al.
Published: (2025)
DOGR: Leveraging Document-Oriented Contrastive Learning in Generative Retrieval
by: Lu, Penghao, et al.
Published: (2025)
by: Lu, Penghao, et al.
Published: (2025)
DIAURec: Dual-Intent Space Representation Optimization for Recommendation
by: Zhang, Yu, et al.
Published: (2026)
by: Zhang, Yu, et al.
Published: (2026)
Similar Items
-
Structure-R1: Dynamically Leveraging Structural Knowledge in LLM Reasoning through Reinforcement Learning
by: Wu, Junlin, et al.
Published: (2025) -
Benchmarking Retrieval-Augmented Generation for Chemistry
by: Zhong, Xianrui, et al.
Published: (2025) -
Harness-1: Reinforcement Learning for Search Agents with State-Externalizing Harnesses
by: Jiang, Pengcheng, et al.
Published: (2026) -
FITMM: Adaptive Frequency-Aware Multimodal Recommendation via Information-Theoretic Representation Learning
by: Yang, Wei, et al.
Published: (2026) -
DeepRetrieval: Hacking Real Search Engines and Retrievers with Large Language Models via Reinforcement Learning
by: Jiang, Pengcheng, et al.
Published: (2025)