Search Results - "Ma, Songchen"
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Brain-inspired global-local learning incorporated with neuromorphic computing
Published in Nature communications (10-01-2022)“…There are two principle approaches for learning in artificial intelligence: error-driven global learning and neuroscience-oriented local learning. Integrating…”
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End-to-End Implementation of Various Hybrid Neural Networks on a Cross-Paradigm Neuromorphic Chip
Published in Frontiers in neuroscience (02-02-2021)“…Integration of computer-science oriented artificial neural networks (ANNs) and neuroscience oriented spiking neural networks (SNNs) has emerged as a highly…”
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SongC: A Compiler for Hybrid Near-Memory and In-Memory Many-Core Architecture
Published in IEEE transactions on computers (01-10-2024)“…Building hybrid systems that incorporate various processing-in-memory (PIM) devices and processing-near-memory (PNM) technologies can offer complementary…”
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HASP: Hierarchical Asynchronous Parallelism for Multi-NN Tasks
Published in IEEE transactions on computers (01-02-2024)“…The rapid development of deep learning has propelled many real-world artificial intelligence applications. Many of these applications integrate multiple neural…”
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Advancing brain-inspired computing with hybrid neural networks
Published in National science review (01-05-2024)“…Brain-inspired computing, drawing inspiration from the fundamental structure and information-processing mechanisms of the human brain, has gained significant…”
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Brain-inspired multimodal hybrid neural network for robot place recognition
Published in Science robotics (17-05-2023)“…Place recognition is an essential spatial intelligence capability for robots to understand and navigate the world. However, recognizing places in natural…”
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The development of general-purpose brain-inspired computing
Published in Nature electronics (07-11-2024)Get full text
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General-purpose Dataflow Model with Neuromorphic Primitives
Published 02-08-2024“…Neuromorphic computing exhibits great potential to provide high-performance benefits in various applications beyond neural networks. However, a general-purpose…”
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