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2026 顶会论文

作者位次 #7/9NeurIPS 2026Poster

HALO: Heterogeneous-Aware LoRA Optimization via Rank Allocation and Client-Aware Projection

Xiaohua Feng · Yuyuan Li · Jiayuan Fang · Fengyuan Yu · Jiaming Zhang · Li Zhang · Xiang Liu · Jun Wang · Chaochao Chen

效率与系统OpenReview

作者位次 #6/8NeurIPS 2026Oral

EntiRE: Invariant Learning for Robust Concept Erasure in Text-to-Image Generative Models

Fengyuan Yu · Yuyuan Li · Xiaohua Feng · Li Zhang · Jiaming Zhang · Xiang Liu · Jun Wang · Chaochao Chen

多模态OpenReview

作者位次 #7/9SIGIR 2026Oral· Information Retrieval (Full)

Discrete Preference Learning for Personalized Multimodal Generation

Yuting Zhang · Ying Sun · Dazhong Shen · Ziwei Xie · Feng Liu · Changwang Zhang · Xiang Liu · Jun Wang · Hui Xiong

摘要

The emergence of generative models enables the creation of texts and images tailored to users' preferences. Existing personalized generative models have two critical limitations: lacking a dedicated paradigm for accurate preference modeling, and generating unimodal content despite real-world mult...

对齐与偏好多模态强化学习与后训练OpenReview

作者位次 #5/7KDD 2026Oral· Knowledge Discovery & Data Mining

ReSOT: Re-balance Semantic ID with Optimal Transport for Generative Recommendation

Renwu Geng · Yiming Xu · Fengxin Li · Fan Wang · Xiang Liu · Jun Wang · Chaochao Chen

检索与知识OpenReview

Xiang Liu

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2026 顶会论文

HALO: Heterogeneous-Aware LoRA Optimization via Rank Allocation and Client-Aware Projection

EntiRE: Invariant Learning for Robust Concept Erasure in Text-to-Image Generative Models

Discrete Preference Learning for Personalized Multimodal Generation

ReSOT: Re-balance Semantic ID with Optimal Transport for Generative Recommendation

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