Yikang Shen
- Principle-Driven Self-Alignment of Language Models from Scratch with Minimal Human Supervision
2023/05/04 by Zhiqing Sun, Sun, Zhiqing, Yikang Shen +13 · 2 voices · 19 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling #cs.AI #cs.CL #cs.CY #cs.LG
- Aligning Large Multimodal Models with Factually Augmented RLHF
2023/09/25 by Zhiqing Sun, Sun, Zhiqing, Sheng Shen +21 · 107 citations
Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Text Readability and Simplification #Topic Modeling
- Gated Linear Attention Transformers with Hardware-Efficient Training
2023/12/11 by Yang Song-lin, Bailin Wang, Yang, Songlin +7 · 77 citations
Computer Science · Engineering · #Neural Networks and Applications #Advanced Memory and Neural Computing #CCD and CMOS Imaging Sensors
- Long Range Arena: A Benchmark for Efficient Transformers
2020/11/08 by Yi Tay, Mostafa Dehghani, Tay, Yi +17 · 50 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Ferroelectric and Negative Capacitance Devices #Power Line Inspection Robots
- Parallelizing Linear Transformers with the Delta Rule over Sequence Length
2024/06/10 by Songlin Yang, Bailin Wang, Yang, Songlin +7 · 61 citations
Computer Science · #Cellular Automata and Applications #Computability, Logic, AI Algorithms #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Quantum Computing Algorithms and Architecture
- Planning with Large Language Models for Code Generation
2023/03/09 by Shun Zhang, Zhang, Shun, Zhenfang Chen +9 · 25 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Programming Languages (cs.PL) #Software Engineering Research #Software Testing and Debugging Techniques
- Stacking Your Transformers: A Closer Look at Model Growth for Efficient LLM Pre-Training
2024/05/24 by Wenyu Du, Du, Wenyu, Tongxu Luo +13 · 14 citations
Social Sciences · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Law #Computation and Language (cs.CL) #FOS: Computer and information sciences
- Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision
2024/03/14 by Zhiqing Sun, Longhui Yu, Sun, Zhiqing +11 · 12 citations
Computer Science · #Image Retrieval and Classification Techniques
- Ordered Neurons: Integrating Tree Structures into Recurrent Neural Networks
2018/10/22 by Yikang Shen, Shen, Yikang, Shawn W. Tan +6 · 5 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #Multimodal Machine Learning Applications
- See, Think, Confirm: Interactive Prompting Between Vision and Language Models for Knowledge-based Visual Reasoning
2023/01/12 by Zhenfang Chen, Qinhong Zhou, Chen, Zhenfang +9 · 7 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
- JetMoE: Reaching Llama2 Performance with 0.1M Dollars
2024/04/11 by Yikang Shen, Zhen Guo, Shen, Yikang +5 · 9 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
- Adaptive Online Replanning with Diffusion Models
2023/10/14 by Siyuan Zhou, Zhou, Siyuan, Yilun Du +13 · 6 citations
Computer Science · #Artificial Intelligence in Games #FOS: Computer and information sciences #Reinforcement Learning in Robotics #Robotic Path Planning Algorithms #Robotics (cs.RO)
- The Consensus Game: Language Model Generation via Equilibrium Search
2023/10/13 by Athul Paul Jacob, Yikang Shen, Jacob, Athul Paul +5 · 5 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- PaTH Attention: Position Encoding via Accumulating Householder Transformations
2025/05/22 by Songlin Yang, Yikang Shen, Yang, Songlin +12 · 12 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
- Diversity Measurement and Subset Selection for Instruction Tuning Datasets
2024/02/04 by Peiqi Wang, Yikang Shen, Wang, Peiqi +11 · 5 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Online Learning and Analytics
- Power Scheduler: A Batch Size and Token Number Agnostic Learning Rate Scheduler
2024/08/23 by Yikang Shen, Shen, Yikang, Matthew Stallone +15 · 6 citations
Engineering · Computer Science · #Low-power high-performance VLSI design #VLSI and Analog Circuit Testing #Experimental Learning in Engineering
- ModuleFormer: Modularity Emerges from Mixture-of-Experts
2023/06/07 by Yikang Shen, Zheyu Zhang, Shen, Yikang +9 · 3 citations
Computer Science · Medicine · #Topic Modeling #Domain Adaptation and Few-Shot Learning #COVID-19 diagnosis using AI
- Scaling Stick-Breaking Attention: An Efficient Implementation and In-depth Study
2024/10/23 by Shawn Tan, Tan, Shawn, Yang Song-lin +7 · 4 citations
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Topic Modeling
- Dense Training, Sparse Inference: Rethinking Training of Mixture-of-Experts Language Models
2024/04/08 by Bowen Pan, Pan, Bowen, Yikang Shen +13 · 3 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Machine Learning in Healthcare
- Hyper-Decision Transformer for Efficient Online Policy Adaptation
2023/04/17 by Mengdi Xu, Yuchen Lu, Xu, Mengdi +9 · 2 citations
Computer Science · #Reinforcement Learning in Robotics #Adversarial Robustness in Machine Learning #Machine Learning and Data Classification
- Scaling Granite Code Models to 128K Context
2024/07/18 by Matt Stallone, Vaibhav Saxena, Stallone, Matt +41 · 3 citations
Engineering · Materials Science · #Advanced Surface Polishing Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #High-Velocity Impact and Material Behavior #Metallurgy and Material Forming #Software Engineering (cs.SE)
- BanditSum: Extractive Summarization as a Contextual Bandit
2018/09/25 by Yue Dong, Yikang Shen, Dong, Yue +7 · 1 citation
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Octo-planner: On-device Language Model for Planner-Action Agents
2024/06/26 by Wei Chen, Zhiyuan Li, Chen, Wei +5 · 3 citations
Computer Science · #Multi-Agent Systems and Negotiation #Semantic Web and Ontologies #AI-based Problem Solving and Planning
- Efficient Continual Pre-training by Mitigating the Stability Gap
2024/06/21 by Yiduo Guo, Jie Fu, Guo, Yiduo +7 · 2 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning
- API Pack: A Massive Multi-Programming Language Dataset for API Call Generation
2024/02/14 by Zhen Guo, Guo, Zhen, Adriana Meza Soria +7 · 2 citations
Computer Science · #Advanced Software Engineering Methodologies #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Service-Oriented Architecture and Web Services #Web Data Mining and Analysis
- The infrastructure powering IBM's Gen AI model development
2024/07/07 by Talia Gershon, Seetharami Seelam, Gershon, Talia +241 · 2 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Digital Transformation in Industry #Distributed #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Parallel #Robotics and Automated Systems #and Cluster Computing (cs.DC)
- Visual Dependency Transformers: Dependency Tree Emerges from Reversed Attention
2023/04/06 by Mingyu Ding, Ding, Mingyu, Yikang Shen +13 · 1 citation
Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Visual Attention and Saliency Detection
- Scattered Mixture-of-Experts Implementation
2024/03/13 by Shawn Tan, Tan, Shawn, Yikang Shen +5 · 1 citation
Earth and Planetary Sciences · #Environmental Monitoring and Data Management