Title
Fast RoPE Attention: Combining the Polynomial Method and Fast Fourier Transform Josh Alman Zhao Song 4 0 0 17 May 2025
Large Language Models for Computer-Aided Design: A Survey Licheng Zhang Bach Le Naveed Akhtar Siew-Kei Lam Tuan Ngo 3DV AI4CE 38 0 0 13 May 2025
LEAD: Iterative Data Selection for Efficient LLM Instruction Tuning Xiaotian Lin Yanlin Qi Yizhang Zhu Themis Palpanas Chengliang Chai Nan Tang Yuyu Luo 26 0 0 12 May 2025
RICo: Refined In-Context Contribution for Automatic Instruction-Tuning Data Selection Yixin Yang Qingxiu Dong Linli Yao Fangwei Zhu Zhifang Sui 48 0 0 08 May 2025
Multi-agents based User Values Mining for Recommendation L. Chen Wei Yuan Tong Chen Xiangyu Zhao Nguyen Quoc Viet Hung Hongzhi Yin OffRL 49 0 0 02 May 2025
LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided Distillation Jiahao Yuan Xingzhe Sun Xing Yu Jingwen Wang Dehui Du Zhiqing Cui Zixiang Di LRM 38 0 0 23 Apr 2025
The Rise of Small Language Models in Healthcare: A Comprehensive Survey Muskan Garg Shaina Raza Shebuti Rayana Xingyi Liu Sunghwan Sohn LM&MA AILaw 92 0 0 23 Apr 2025
RAISE: Reinforenced Adaptive Instruction Selection For Large Language Models Lv Qingsong Yangning Li Zihua Lan Zishan Xu Jiwei Tang Hai-Tao Zheng Wenhao Jiang Wanshi Xu Philip S. Yu 32 0 0 09 Apr 2025
CARE: Aligning Language Models for Regional Cultural Awareness Geyang Guo Tarek Naous Hiromi Wakaki Yukiko Nishimura Yuki Mitsufuji Alan Ritter Wei-ping Xu 52 0 0 07 Apr 2025
KnowsLM: A framework for evaluation of small language models for knowledge augmentation and humanised conversations Chitranshu Harbola A. Purwar 37 1 0 06 Apr 2025
Advancing MoE Efficiency: A Collaboration-Constrained Routing (C2R) Strategy for Better Expert Parallelism Design Mohan Zhang Pingzhi Li Jie Peng Mufan Qiu Tianlong Chen MoE 50 0 0 02 Apr 2025
ToReMi: Topic-Aware Data Reweighting for Dynamic Pre-Training Data Selection Xiaoxuan Zhu Zhouhong Gu Baiqian Wu Suhang Zheng Tao Wang Tianyu Li Hongwei Feng Yanghua Xiao 42 0 0 01 Apr 2025
MLLM-Selector: Necessity and Diversity-driven High-Value Data Selection for Enhanced Visual Instruction Tuning Yiwei Ma Guohai Xu Xiaoshuai Sun Jiayi Ji Jie Lou Debing Zhang Rongrong Ji 95 0 0 26 Mar 2025
Aligning Multimodal LLM with Human Preference: A Survey Tao Yu Yuyao Zhang Chaoyou Fu Junkang Wu Jinda Lu ... Qingsong Wen Z. Zhang Yan Huang Liang Wang Tieniu Tan 185 2 0 18 Mar 2025
Rolling Forward: Enhancing LightGCN with Causal Graph Convolution for Credit Bond Recommendation Ashraf Ghiye Baptiste Barreau Laurent Carlier Michalis Vazirgiannis 81 0 0 18 Mar 2025
Take Off the Training Wheels Progressive In-Context Learning for Effective Alignment Zhenyu Liu Dongfang Li Xinshuo Hu X. Zhao Yibin Chen Baotian Hu Min-Ling Zhang 49 1 0 13 Mar 2025
In-context Learning vs. Instruction Tuning: The Case of Small and Multilingual Language Models David Ponce Thierry Etchegoyhen 74 1 0 03 Mar 2025
Advancing MAPF towards the Real World: A Scalable Multi-Agent Realistic Testbed (SMART) Jingtian Yan Zhifei Li William Kang Yulun Zhang Stephen Smith Jiaoyang Li 48 0 0 03 Mar 2025
Self-Training Elicits Concise Reasoning in Large Language Models Tergel Munkhbat Namgyu Ho S. Kim Yongjin Yang Yujin Kim Se-Young Yun ReLM LRM 64 12 0 27 Feb 2025
Synthesizing Post-Training Data for LLMs through Multi-Agent Simulation Shuo Tang Xianghe Pang Zexi Liu Bohan Tang Guangyi Liu Xiaowen Dong Yanjie Wang Yanfeng Wang Tian Jin SyDa LLMAG 135 4 0 21 Feb 2025
BPO: Towards Balanced Preference Optimization between Knowledge Breadth and Depth in Alignment Sizhe Wang Yongqi Tong Hengyuan Zhang Dawei Li Xin Zhang Tianlong Chen 85 5 0 21 Feb 2025
EDGE: Efficient Data Selection for LLM Agents via Guideline Effectiveness Yunxiao Zhang Guanming Xiong Haochen Li Wen Zhao LLMAG 71 0 0 18 Feb 2025
Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models Yingqian Cui Pengfei He Jingying Zeng Hui Liu Xianfeng Tang ... Zhen Li Suhang Wang Yue Xing Jiliang Tang Qi He LRM 52 9 0 18 Feb 2025
Teaching LLMs According to Their Aptitude: Adaptive Reasoning for Mathematical Problem Solving Xin Xu Yan Xu Tianhao Chen Yuchen Yan Chengwu Liu ... Yansen Wang Yichun Yin Yijiao Wang Lifeng Shang Qiang Liu LRM 75 2 0 17 Feb 2025
RIDE: Enhancing Large Language Model Alignment through Restyled In-Context Learning Demonstration Exemplars Yuncheng Hua Lizhen Qu Zhuang Li Hao Xue Flora D. Salim Gholamreza Haffari ALM 132 0 0 17 Feb 2025
SAIF: A Sparse Autoencoder Framework for Interpreting and Steering Instruction Following of Language Models Z. He Haiyan Zhao Yiran Qiao Fan Yang Ali Payani Jing Ma Jundong Li LLMSV 74 2 0 17 Feb 2025
Building A Proof-Oriented Programmer That Is 64% Better Than GPT-4o Under Data Scarcity Dylan Zhang Justin Wang Tianran Sun 45 1 0 17 Feb 2025
The Cake that is Intelligence and Who Gets to Bake it: An AI Analogy and its Implications for Participation Martin Mundt Anaelia Ovalle Felix Friedrich A Pranav Subarnaduti Paul Manuel Brack Kristian Kersting William Agnew 314 0 0 05 Feb 2025
A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics Kai He Rui Mao Qika Lin Yucheng Ruan Xiang Lan Mengling Feng Min Zhang LM&MA AILaw 93 154 0 28 Jan 2025
Benchmarking and Defending Against Indirect Prompt Injection Attacks on Large Language Models Jingwei Yi Yueqi Xie Bin Zhu Emre Kiciman Guangzhong Sun Xing Xie Fangzhao Wu AAML 62 65 0 28 Jan 2025
Improving Factuality in Large Language Models via Decoding-Time Hallucinatory and Truthful Comparators Dingkang Yang Dongling Xiao Jinjie Wei Mingcheng Li Zhaoyu Chen Ke Li Li Zhang HILM 94 3 0 28 Jan 2025
Social-LLaVA: Enhancing Robot Navigation through Human-Language Reasoning in Social Spaces Amirreza Payandeh Daeun Song Mohammad Nazeri Jing Liang Praneel Mukherjee Amir Hossain Raj Yangzhe Kong Dinesh Manocha Xuesu Xiao LM&Ro LRM 72 5 0 17 Jan 2025
PRD: Peer Rank and Discussion Improve Large Language Model based Evaluations Ruosen Li Teerth Patel Xinya Du LLMAG ALM 67 96 0 03 Jan 2025
Facilitating large language model Russian adaptation with Learned Embedding Propagation Mikhail Tikhomirov D. Chernyshev 40 1 0 31 Dec 2024
Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models Yulei Qin Yuncheng Yang Pengcheng Guo Gang Li Hang Shao Yuchen Shi Zihan Xu Yun Gu Ke Li Xing Sun ALM 93 12 0 31 Dec 2024
Reinforcement Learning Enhanced LLMs: A Survey Shuhe Wang Shengyu Zhang Jun Zhang Runyi Hu Xiaoya Li Tianwei Zhang Jiwei Li Fei Wu G. Wang Eduard H. Hovy OffRL 134 7 0 05 Dec 2024
Bridging the Visual Gap: Fine-Tuning Multimodal Models with Knowledge-Adapted Captions Moran Yanuka Assaf Ben-Kish Yonatan Bitton Idan Szpektor Raja Giryes VLM 47 2 0 13 Nov 2024
Beyond the Safety Bundle: Auditing the Helpful and Harmless Dataset Khaoula Chehbouni Jonathan Colaço-Carr Yash More Jackie CK Cheung G. Farnadi 78 0 0 12 Nov 2024
DELIFT: Data Efficient Language model Instruction Fine Tuning Ishika Agarwal Krishnateja Killamsetty Lucian Popa Marina Danilevksy ALM VLM 58 3 0 07 Nov 2024
MDCure: A Scalable Pipeline for Multi-Document Instruction-Following Gabrielle Kaili-May Liu Bowen Shi Avi Caciularu Idan Szpektor Arman Cohan 72 4 0 30 Oct 2024
Smaller Large Language Models Can Do Moral Self-Correction Guangliang Liu Zhiyu Xue Rongrong Wang K. Johnson Kristen Marie Johnson LRM 32 0 0 30 Oct 2024
DFlow: Diverse Dialogue Flow Simulation with Large Language Models Wanyu Du Song Feng James Gung Lijia Sun Yi Zhang Saab Mansour Yanjun Qi 52 0 0 18 Oct 2024
Data Quality Control in Federated Instruction-tuning of Large Language Models Yaxin Du Guangyi Liu Fengting Yuchi W. Zhao Jingjing Qu Yanjie Wang Siheng Chen ALM FedML 56 0 0 15 Oct 2024
Bypassing the Exponential Dependency: Looped Transformers Efficiently Learn In-context by Multi-step Gradient Descent Bo Chen Xiaoyu Li Yingyu Liang Zhenmei Shi Zhao Song 96 20 0 15 Oct 2024
RuleRAG: Rule-Guided Retrieval-Augmented Generation with Language Models for Question Answering Zhongwu Chen Chengjin Xu Dingmin Wang Zhen Huang Yong Dou Xuhui Jiang Jian Guo RALM 182 1 0 15 Oct 2024
SFTMix: Elevating Language Model Instruction Tuning with Mixup Recipe Yuxin Xiao Shujian Zhang Wenxuan Zhou Marzyeh Ghassemi Sanqiang Zhao 130 0 0 07 Oct 2024
Residual Policy Learning for Perceptive Quadruped Control Using Differentiable Simulation Jing Yuan Luo Yunlong Song Victor Klemm Fan Shi Davide Scaramuzza Marco Hutter 33 2 0 04 Oct 2024
Speechworthy Instruction-tuned Language Models Hyundong Justin Cho Nicolaas Jedema Leonardo F. R. Ribeiro Karishma Sharma Pedro Szekely Alessandro Moschitti Ruben Janssen Jonathan May ALM 44 1 0 23 Sep 2024
Alignment of Diffusion Models: Fundamentals, Challenges, and Future Buhua Liu Shitong Shao Bao Li Lichen Bai Zhiqiang Xu Haoyi Xiong James Kwok Sumi Helal Zeke Xie 45 12 0 11 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 63 23 0 10 Sep 2024