RouterDC: Query-Based Router by Dual Contrastive Learning for Assembling Large Language Models

Neural Information Processing Systems (NeurIPS), 2024

30 September 2024

Yu Zhang

ArXiv (abs)PDF HTML Github (61★)

Papers citing "RouterDC: Query-Based Router by Dual Contrastive Learning for Assembling Large Language Models"

22 / 22 papers shown

Title
PersonalizedRouter: Personalized LLM Routing via Graph-based User Preference Modeling Zhongjie Dai Tao Feng Jiaxuan You 85 0 0 21 Nov 2025
Adaptive Data Flywheel: Applying MAPE Control Loops to AI Agent Improvement Aaditya Shukla Sidney Knowles Meenakshi Madugula Dave Farris Ryan Angilly ... Lu An Abhinav Balasubramanian Tan Yu Jiaxiang Ren Rama Akkiraju 100 0 0 30 Oct 2025
LLMLogAnalyzer: A Clustering-Based Log Analysis Chatbot using Large Language Models Peng Cai Reza Ryan Nickson M. Karie 80 0 0 28 Oct 2025
ProxRouter: Proximity-Weighted LLM Query Routing for Improved Robustness to Outliers Shivam Patel Neharika Jali Ankur Mallick Gauri Joshi 100 0 0 10 Oct 2025
MetaDefense: Defending Finetuning-based Jailbreak Attack Before and During Generation Weisen Jiang Sinno Jialin Pan AAML 140 1 0 09 Oct 2025
Slm-mux: Orchestrating small language models for reasoning Chenyu Wang Zishen Wan Hao Kang Emma Chen Zhiqiang Xie T. Krishna Vijay Janapa Reddi Yilun Du MoE LRM 123 0 0 06 Oct 2025
Learning Compact Representations of LLM Abilities via Item Response Theory Jianhao Chen Chenxu Wang G. Zhang Peng Ye Lei Bai Wei Hu Yuzhong Qu Shuyue Hu 84 0 0 01 Oct 2025
RouterArena: An Open Platform for Comprehensive Comparison of LLM Routers Yifan Lu Rixin Liu Jiayi Yuan Xingqi Cui Shenrun Zhang Hongyi Liu Jiarong Xing ELM 359 0 0 30 Sep 2025
Your Dense Retriever is Secretly an Expeditious Reasoner Y. Zhang Jun Bai Zhixin Cai Shuhan Qin Zhuofan Chen Jinghua Guan Wenge Rong LRM 260 0 0 27 Sep 2025
Mixture of Thoughts: Learning to Aggregate What Experts Think, Not Just What They Say Jacob Fein-Ashley Dhruv Parikh Rajgopal Kannan Viktor Prasanna MoE MoMe LRM 144 1 0 25 Sep 2025
Towards Generalized Routing: Model and Agent Orchestration for Adaptive and Efficient Inference Xiyu Guo Shan Wang Chunfang Ji Xuefeng Zhao Wenhao Xi Y. Liu Qinglan Li Chao Deng Junlan Feng 178 0 0 09 Sep 2025
Beyond GPT-5: Making LLMs Cheaper and Better via Performance-Efficiency Optimized Routing Yiqun Zhang Hao Li Jianhao Chen Hangfan Zhang Peng Ye Wenlong Zhang Shuyue Hu 162 8 0 18 Aug 2025
Cost-Aware Contrastive Routing for LLMs Reza Shirkavand Shangqian Gao Qi He Heng-Chiao Huang 243 1 0 17 Aug 2025
Arch-Router: Aligning LLM Routing with Human Preferences Co Tran Salman Paracha Adil Hafeez Shuguang Chen 240 3 0 19 Jun 2025
MESS+: Dynamically Learned Inference-Time LLM Routing in Model Zoos with Service Level Guarantees Herbert Woisetschläger Ryan Zhang Shiqiang Wang Hans-Arno Jacobsen 219 1 0 26 May 2025
Route to Reason: Adaptive Routing for LLM and Reasoning Strategy Selection Zhihong Pan Kai Zhang Yuze Zhao Yupeng Han LRM 169 8 0 26 May 2025
The Avengers: A Simple Recipe for Uniting Smaller Language Models to Challenge Proprietary Giants Yiqun Zhang Hao Li Chenxu Wang L. Chen Qiaosheng Zhang ... Xinrun Wang Jia Xu Mengwei He Xuming He Shuyue Hu 356 13 0 26 May 2025
Guarded Query Routing for Large Language Models Richard Šléher William Brach Tibor Sloboda Kristián Košťál Lukas Galke RALM 350 0 0 20 May 2025
SciReplicate-Bench: Benchmarking LLMs in Agent-driven Algorithmic Reproduction from Research Papers Yanzheng Xiang Hanqi Yan Shuyin Ouyang Lin Gui Yulan He 329 12 0 31 Mar 2025
EllieSQL: Cost-Efficient Text-to-SQL with Complexity-Aware Routing Yizhang Zhu Runzhi Jiang Boyan Li Nan Tang Yuyu Luo 352 7 0 28 Mar 2025
ReMA: Learning to Meta-think for LLMs with Multi-Agent Reinforcement Learning Bo Liu Yunxiang Li Yangqiu Song Hanjing Wang Linyi Yang ... Jun Wang Jun Wang Weinan Zhang Shuyue Hu Ying Wen LLMAG KELM LRM AI4CE 451 34 0 12 Mar 2025
WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-InstructInternational Conference on Learning Representations (ICLR), 2023 Haipeng Luo Qingfeng Sun Can Xu Lu Wang Jian-Guang Lou ... Xiubo Geng Qingwei Lin Shifeng Chen Yansong Tang Dongmei Zhang LRM OSLM 764 611 0 18 Aug 2023