Papers
OSC: Cognitive Orchestration through Dynamic Knowledge Alignment in Multi-Agent LLM Collaboration
Jusheng Zhang, Yijia Fan, Kaitong Cai et al.
EditID: Training-Free Editable ID Customization for Text-to-Image Generation
Guandong Li, Zhaobin Chu
When Allies Turn Foes: Exploring Group Characteristics of LLM-Based Multi-Agent Collaborative Systems Under Adversarial Attacks
Jiahao Zhang, Baoshuo Kan, Tao Gong et al.
Multimodal Emotion Recognition in Conversations: A Survey of Methods, Trends, Challenges and Prospects
ChengYan Wu, Yiqiang Cai, Yang Liu et al.
CCG: Rare-Label Prediction via Neural SEM–Driven Causal Game
Yijia Fan, Jusheng Zhang, Kaitong Cai et al.
Not All Features Deserve Attention: Graph-Guided Dependency Learning for Tabular Data Generation with Language Models
Zheyu Zhang, Shuo Yang, Bardh Prenkaj et al.
KERAG: Knowledge-Enhanced Retrieval-Augmented Generation for Advanced Question Answering
Yushi Sun, Kai Sun, Yifan Ethan Xu et al.
Towards More Efficient Post-training via Fourier Domain Adapter Framework
Yijia Fan, Jusheng Zhang, Keze Wang
Tree-Structured Non-Autoregressive Decoding for Sequence-to-Sequence Text Generation
Pengyu Ji, Yufei Liu, Xiang Hu et al.
Identifying Aspects in Peer Reviews
Sheng Lu, Ilia Kuznetsov, Iryna Gurevych
Discovering Semantic Subdimensions through Disentangled Conceptual Representations
Yunhao Zhang, Shaonan Wang, Nan Lin et al.
Drift: Decoding-time Personalized Alignments with Implicit User Preferences
Minbeom Kim, Kang-il Lee, Seongho Joo et al.
CharacterCraft: Bridging the Literature-Reality Dialogue Gap for Practical Role-Playing Agents
Xuyan Yin, Xinran Yang, Zihao Li et al.
Regularized Contrastive Decoding with Hard Negative Samples for LLM Hallucination Mitigation
Haonan Sheng, Dou Hu, Lingwei Wei et al.
Retrieval-Augmented Generation with Hierarchical Knowledge
Haoyu Huang, Yongfeng Huang, Yang Junjie et al.
Agent Laboratory: Using LLM Agents as Research Assistants
Samuel Schmidgall, Yusheng Su, Ze Wang et al.
Do LLMs Know and Understand Domain Conceptual Knowledge?
Sijia Shen, Feiyan Jiang, Peiyan Wang et al.
MCiteBench: A Multimodal Benchmark for Generating Text with Citations
Caiyu Hu, Yikai Zhang, Tinghui Zhu et al.
Constructing Your Model’s Value Distinction: Towards LLM Alignment with Anchor Words Tuning
Zhen Yang, Ping Jian, Chengzhi Li et al.
The Green KNIGHT: Green Machine Translation with Knowledge-Distilled, Narrow, Inexpensive, Greedy, Hybrid Transformers
Andreas Guta, Frithjof Petrick, Peter Polák
UTMath: A Benchmark for Math Evaluation with Unit Test
Bo Yang, Qingping Yang, Yingwei Ma et al.
MARS-Bench: A Multi-turn Athletic Real-world Scenario Benchmark for Dialogue Evaluation
Chenghao Yang, Yinbo Luo, Zhoufutu Wen et al.
Retrieval-Augmented Machine Translation with Unstructured Knowledge
Jiaan Wang, Fandong Meng, Yingxue Zhang et al.
Evolution in Simulation: AI-Agent School with Dual Memory for High-Fidelity Educational Dynamics
Sheng Jin, Haoming Wang, Zhiqi Gao et al.
Plugging Schema Graph into Multi-Table QA: A Human-Guided Framework for Reducing LLM Reliance
Xixi Wang, Miguel Costa, Jordanka Kovaceva et al.