NVIDIA Research

NVIDIA Research

@nvidia-research

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17

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Posts by NVIDIA Research

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Fast and accurate AI-based pre-decoders for color codes

Color codes are promising alternatives to surface codes for universal fault-tolerant quantum computing due to their simpler lattice-surgery protocols and the transversal implementation of logical Clifford gates. However, their practical deployment has been limited by slower decoding algorithms an...

NVIDIA Research NVIDIA Research · AI ·
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The 2M Multiplication Algorithm for Complex Matrices

Complex matrix multiplication is typically computed using 4 real matrix multiplications (GEMMs) of the same size. The well-known 3M multiplication algorithm reduces this cost to 3 real GEMMs, together with quadratic time pre- and post-processing steps. In this paper, we reduce 3M to 2M for matric...

NVIDIA Research NVIDIA Research · C/C++ ·
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Learning to Track Instances without Video Annotations

Tracking segmentation masks of multiple instances has been intensively studied, but still faces two fundamental challenges: 1) the requirement of large-scale, frame-wise annotation, and 2) the complexity of two-stage approaches. To resolve these challenges, we introduce a novel semi-supervised fr...

NVIDIA Research NVIDIA Research · AI ·
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Contrastive Syn-to-Real Generalization

Training on synthetic data can be beneficial for label or data-scarce scenarios. However, synthetically trained models often suffer from poor generalization in real domains due to domain gaps. In this work, we make a key observation that the diversity of the learned feature embeddings plays an im...

NVIDIA Research NVIDIA Research · AI ·
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