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Model Architecture

4,351 papers

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Papers

Physarum Powered Differentiable Linear Programming Layers and Applications AAAI 2021
RT3D: Achieving Real-Time Execution of 3D Convolutional Neural Networks on Mobile Devices AAAI 2021
Tempered Sigmoid Activations for Deep Learning with Differential Privacy AAAI 2021
AutoDropout: Learning Dropout Patterns to Regularize Deep Networks AAAI 2021
Anytime Inference with Distilled Hierarchical Neural Ensembles AAAI 2021
A Deeper Look at the Hessian Eigenspectrum of Deep Neural Networks and its Applications to Regularization AAAI 2021
AdvantageNAS: Efficient Neural Architecture Search with Credit Assignment AAAI 2021
Interpretable Sequence Classification via Discrete Optimization AAAI 2021
Improving Gradient Flow with Unrolled Highway Expectation Maximization AAAI 2021
Explicitly Modeled Attention Maps for Image Classification AAAI 2021
Empowering Adaptive Early-Exit Inference with Latency Awareness AAAI 2021
Towards Trustworthy Predictions from Deep Neural Networks with Fast Adversarial Calibration AAAI 2021
Deep Frequency Principle Towards Understanding Why Deeper Learning Is Faster AAAI 2021
FracBits: Mixed Precision Quantization via Fractional Bit-Widths AAAI 2021
Any-Precision Deep Neural Networks AAAI 2021
Efficient Folded Attention for Medical Image Reconstruction and Segmentation AAAI 2021
Learning Branching Heuristics for Propositional Model Counting AAAI 2021
End-to-end Semantic Role Labeling with Neural Transition-based Model AAAI 2021
Self-Attention Attribution: Interpreting Information Interactions Inside Transformer AAAI 2021
Adaptive Beam Search Decoding for Discrete Keyphrase Generation AAAI 2021
Interpretable NLG for Task-oriented Dialogue Systems with Heterogeneous Rendering Machines AAAI 2021
Hierarchical Coherence Modeling for Document Quality Assessment AAAI 2021
ALP-KD: Attention-Based Layer Projection for Knowledge Distillation AAAI 2021
Nyströmformer: A Nyström-based Algorithm for Approximating Self-Attention AAAI 2021
Building Interpretable Interaction Trees for Deep NLP Models AAAI 2021