Igor Fedorov
- MobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use Cases
2024/02/22 by Zechun Liu, Liu, Zechun, Changsheng Zhao +21 · 3 voices · 42 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.AI #cs.CL #cs.LG
- SpinQuant: LLM quantization with learned rotations
2024/05/26 by Zechun Liu, Liu, Zechun, Changsheng Zhao +15 · 85 citations
Computer Science · #Advanced Data Compression Techniques #Algorithms and Data Compression
- Llama Guard 3-1B-INT4: Compact and Efficient Safeguard for Human-AI Conversations
2024/11/18 by Igor Fedorov, Fedorov, Igor, Kate Plawiak +37 · 2 voices · 5 citations
#cs.DC #cs.AI
- SpArSe: Sparse Architecture Search for CNNs on Resource-Constrained Microcontrollers
2019/05/28 by Igor Fedorov, Fedorov, Igor, Ryan P. Adams +5 · 1 voice · 1 citation
Computer Science · #Advanced Neural Network Applications #Anomaly Detection Techniques and Applications #Video Surveillance and Tracking Methods #cs.CV #cs.LG
- The Path Not Taken: RLVR Provably Learns Off the Principals
2025/11/11 by Hanqing Zhu, Zhenyu Zhang, Zhu, Hanqing +26 · 1 voice · 6 citations
Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Topic Modeling #cs.AI #cs.LG
- MobileLLM-Pro Technical Report
2025/11/10 by Patrick Huber, Huber, Patrick, Ernie Chang +34 · 1 citation
Computer Science · Engineering · #Advanced Neural Network Applications #Green IT and Sustainability #IoT and Edge/Fog Computing