Xingkai Yu
- DeepSeek-R1 incentivizes reasoning in LLMs through reinforcement learning
DeepSeek-R1 shows an LLM can learn strong step-by-step reasoning from pure reinforcement learning, with no human-labeled reasoning examples.
2025/01/22 by DeepSeek-AI, Daya Guo, Guo, Daya +404 · 93 voices · 2,961 citations
Computer Science · #Automated reasoning #Case-based reasoning #Coding (social sciences) #Data Stream Mining Techniques #Explainable Artificial Intelligence (XAI) #Non-monotonic logic #Reasoning system #Reinforcement Learning in Robotics #Reinforcement learning #Verbal reasoning #Verifiable secret sharing
- DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
2024/05/07 by Aixin Liu, DeepSeek-AI, Liu, Aixin +310 · 5 voices · 423 citations
Computer Science · #Expert finding and Q&A systems #Topic Modeling #Speech and dialogue systems
- DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models
2024/01/11 by Damai Dai, Chengqi Deng, Dai, Damai +33 · 5 voices · 318 citations
Computer Science · #Computation and Language (cs.CL) #Expert finding and Q&A systems #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling #cs.CL
- DeepSeek LLM: Scaling Open-Source Language Models with Longtermism
2024/01/05 by DeepSeek-AI, :, Xiao Guo Bi +178 · 2 voices · 225 citations
Computer Science · #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling #cs.AI #cs.CL #cs.LG
- DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding
2024/12/13 by Zhiyu Wu, Xiaokang Chen, Wu, Zhiyu +51 · 3 voices · 273 citations
Computer Science · #cs.CV #cs.AI #cs.CL
- Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation
2024/10/17 by Chengyue Wu, Wu, Chengyue, Xiaokang Chen +20 · 1 voice · 205 citations
Computer Science · #Multimodal Machine Learning Applications #cs.AI #cs.CL #cs.CV
- Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling
2025/01/29 by Xiaokang Chen, Zhiyu Wu, Chen, Xiaokang +13 · 1 voice · 387 citations
Computer Science · Mathematics · #Computer science #Data science #Geometry #Janus #Mathematics #Programming language #Scaling #Semantic Web and Ontologies #cs.AI #cs.CL #cs.CV
- Conditional Memory via Scalable Lookup: A New Axis of Sparsity for Large Language Models
2026/01/12 by Xin Cheng, Rui Tian, Wangding Zeng +18 · 4 voices · 9 citations
Computer Science · #cs.CL #cs.AI
- DSpark: Confidence-Scheduled Speculative Decoding with Semi-Autoregressive Generation
2026/07/06 by Xin Cheng, Xingkai Yu, Chenze Shao +30 · 1 voice · 12 citations
Computer Science · #cs.AI #cs.CL