Methods › General › Model Compression › Pruning › Papers, page 30
Pruning
Papers archive 2025-07-28
archive papers tagged: 3,874 · with a code link: 1,508 · where Syntology ran a sample: 478 (395 with a run with no instrument failure, 83 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (478 of 3,874 tagged: 395 with a run with no instrument failure, 83 where every run was a failure of Syntology's instrument)
Page 30 of 39: papers 2,901 to 3,000 of 3,874, newest first by the archive's date (ties by slug), in archive order.
Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from.
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Long Live the Lottery: The Existence of Winning Tickets in Lifelong Learning 1 Jan 2021 · 0 repositories
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Model Compression via Hyper-Structure Network 1 Jan 2021 · 0 repositories
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More Side Information, Better Pruning: Shared-Label Classification as a Case Study 1 Jan 2021 · 0 repositories
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Multi-Prize Lottery Ticket Hypothesis: Finding Generalizable and Efficient Binary Subnetworks in a Randomly Weighted Neural Network 1 Jan 2021 · 0 repositories
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On Sparse Critical Paths of Neural Response 1 Jan 2021 · 0 repositories
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On the Decision Boundaries of Neural Networks. A Tropical Geometry Perspective 1 Jan 2021 · 0 repositories
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PHEW: Paths with Higher Edge-Weights give ''winning tickets'' without training data 1 Jan 2021 · 0 repositories
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Rapid Neural Pruning for Novel Datasets with Set-based Task-Adaptive Meta-Pruning 1 Jan 2021 · 0 repositories
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Rethinking the Pruning Criteria for Convolutional Neural Network 1 Jan 2021 · 0 repositories
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Robust Watermarking for Deep Neural Networks via Bi-Level Optimization 1 Jan 2021 · 0 repositories
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Succinct Network Channel and Spatial Pruning via Discrete Variable QCQP 1 Jan 2021 · 0 repositories
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Uncovering the impact of learning rate for global magnitude pruning 1 Jan 2021 · 0 repositories
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Waste not, Want not: All-Alive Pruning for Extremely Sparse Networks 1 Jan 2021 · 0 repositories
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When Are Neural Pruning Approximation Bounds Useful? 1 Jan 2021 · 0 repositories
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Why Lottery Ticket Wins? A Theoretical Perspective of Sample Complexity on Sparse Neural Networks 1 Jan 2021 · 0 repositories
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Spectral Analysis for Semantic Segmentation with Applications on Feature Truncation and Weak Annotation 28 Dec 2020 · 0 repositories · arXiv:2012.14123
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Achieving Real-Time LiDAR 3D Object Detection on a Mobile Device 26 Dec 2020 · 0 repositories · arXiv:2012.13801
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AttentionLite: Towards Efficient Self-Attention Models for Vision 21 Dec 2020 · 0 repositories · arXiv:2101.05216
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Efficient On-Chip Learning for Optical Neural Networks Through Power-Aware Sparse Zeroth-Order Optimization 21 Dec 2020 · 1 repository · arXiv:2012.11148
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Searching for Controllable Image Restoration Networks 21 Dec 2020 · 0 repositories · arXiv:2012.11225
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DISCO: Dynamic and Invariant Sensitive Channel Obfuscation for deep neural networks 20 Dec 2020 · 0 repositories · arXiv:2012.11025
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Semi-supervised Hyperspectral Image Classification with Graph Clustering Convolutional Networks 20 Dec 2020 · 0 repositories · arXiv:2012.10932
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Enabling Retrain-free Deep Neural Network Pruning using Surrogate Lagrangian Relaxation 18 Dec 2020 · 0 repositories · arXiv:2012.10079
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Efficient CNN-LSTM based Image Captioning using Neural Network Compression 17 Dec 2020 · 1 repository · arXiv:2012.09708
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SpAtten: Efficient Sparse Attention Architecture with Cascade Token and Head Pruning 17 Dec 2020 · 0 repositories · arXiv:2012.09852
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ViNG: Learning Open-World Navigation with Visual Goals 17 Dec 2020 · 0 repositories · arXiv:2012.09812
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Neural Pruning via Growing Regularization 16 Dec 2020 · 1 repository · arXiv:2012.09243Syntology official (archive's flag): 1 ran · 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified; the one sample that ran constructed an object rather than computing a result (of 3 harvested samples) · 3 pointer-only (licence)
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Provable Benefits of Overparameterization in Model Compression: From Double Descent to Pruning Neural Networks 16 Dec 2020 · 0 repositories · arXiv:2012.08749
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Parameter-Efficient Transfer Learning with Diff Pruning 14 Dec 2020 · 2 repositories · arXiv:2012.07463Syntology official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples) · 2 pointer-only (licence)
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Learn-Prune-Share for Lifelong Learning 13 Dec 2020 · 1 repository · arXiv:2012.06956
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Efficient Incorporation of Multiple Latency Targets in the Once-For-All Network 12 Dec 2020 · 1 repository · arXiv:2012.06748
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Robustness and Transferability of Universal Attacks on Compressed Models 10 Dec 2020 · 1 repository · arXiv:2012.06024
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The Lottery Ticket Hypothesis for Object Recognition 8 Dec 2020 · 1 repository · arXiv:2012.04643
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The Role of Regularization in Shaping Weight and Node Pruning Dependency and Dynamics 7 Dec 2020 · 0 repositories · arXiv:2012.03827
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Cosine-Pruned Medial Axis: A new method for isometric equivariant and noise-free medial axis extraction 5 Dec 2020 · 0 repositories · arXiv:2012.02910
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Do We Really Need That Many Parameters In Transformer For Extractive Summarization? Discourse Can Help ! 3 Dec 2020 · 0 repositories · arXiv:2012.02144
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Neural Prototype Trees for Interpretable Fine-grained Image Recognition 3 Dec 2020 · 1 repository · arXiv:2012.02046
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Going Beyond Classification Accuracy Metrics in Model Compression 3 Dec 2020 · 1 repository · arXiv:2012.01604
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An Once-for-All Budgeted Pruning Framework for ConvNets Considering Input Resolution 2 Dec 2020 · 0 repositories · arXiv:2012.00996
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NPAS: A Compiler-aware Framework of Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration 1 Dec 2020 · 0 repositories · arXiv:2012.00596
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Generating Quantified Referring Expressions through Attention-Driven Incremental Perception 1 Dec 2020 · 0 repositories
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Learning to Prune Dependency Trees with Rethinking for Neural Relation Extraction 1 Dec 2020 · 0 repositories
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Neuron-level Structured Pruning using Polarization Regularizer 1 Dec 2020 · 1 repository
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Optimal Lottery Tickets via Subset Sum: Logarithmic Over-Parameterization is Sufficient 1 Dec 2020 · 1 repository
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Self-Supervised Generative Adversarial Compression 1 Dec 2020 · 0 repositories
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Storage Efficient and Dynamic Flexible Runtime Channel Pruning via Deep Reinforcement Learning 1 Dec 2020 · 0 repositories
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Deconstructing the Structure of Sparse Neural Networks 30 Nov 2020 · 0 repositories · arXiv:2012.00172
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KD-Lib: A PyTorch library for Knowledge Distillation, Pruning and Quantization 30 Nov 2020 · 1 repository · arXiv:2011.14691
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Learnable Motion Coherence for Correspondence Pruning 30 Nov 2020 · 0 repositories · arXiv:2011.14563
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Robust error bounds for quantised and pruned neural networks 30 Nov 2020 · 1 repository · arXiv:2012.00138
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TimeSHAP: Explaining Recurrent Models through Sequence Perturbations 30 Nov 2020 · 1 repository · arXiv:2012.00073
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Layer Pruning via Fusible Residual Convolutional Block for Deep Neural Networks 29 Nov 2020 · 0 repositories · arXiv:2011.14356
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FreezeNet: Full Performance by Reduced Storage Costs 28 Nov 2020 · 0 repositories · arXiv:2011.14087
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MetaGater: Fast Learning of Conditional Channel Gated Networks via Federated Meta-Learning 25 Nov 2020 · 0 repositories · arXiv:2011.12511
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Quantifying Explainers of Graph Neural Networks in Computational Pathology 25 Nov 2020 · 3 repositories · arXiv:2011.12646
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Random Sampling High Dimensional Model Representation Gaussian Process Regression (RS-HDMR-GPR) for representing multidimensional functions with machine-learned lower-dimensional terms allowing insight with a general method 24 Nov 2020 · 1 repository · arXiv:2012.02704
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Synthesis and Pruning as a Dynamic Compression Strategy for Efficient Deep Neural Networks 23 Nov 2020 · 0 repositories · arXiv:2011.11358
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ClickTrain: Efficient and Accurate End-to-End Deep Learning Training via Fine-Grained Architecture-Preserving Pruning 20 Nov 2020 · 0 repositories · arXiv:2011.10170
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CLIPPER: A Graph-Theoretic Framework for Robust Data Association 20 Nov 2020 · 2 repositories · arXiv:2011.10202
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Rethinking Weight Decay For Efficient Neural Network Pruning 20 Nov 2020 · 1 repository · arXiv:2011.10520
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Data-Informed Global Sparseness in Attention Mechanisms for Deep Neural Networks 20 Nov 2020 · 2 repositories · arXiv:2012.02030
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Dynamic Hard Pruning of Neural Networks at the Edge of the Internet 17 Nov 2020 · 0 repositories · arXiv:2011.08545
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Learning Efficient GANs for Image Translation via Differentiable Masks and co-Attention Distillation 17 Nov 2020 · 1 repository · arXiv:2011.08382
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Learning functional programs with function invention and reuse 17 Nov 2020 · 0 repositories · arXiv:2011.08881
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Filter Pre-Pruning for Improved Fine-tuning of Quantized Deep Neural Networks 13 Nov 2020 · 0 repositories · arXiv:2011.06751
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LEAN: graph-based pruning for convolutional neural networks by extracting longest chains 13 Nov 2020 · 1 repository · arXiv:2011.06923
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Regression Trees for Cumulative Incidence Functions 13 Nov 2020 · 0 repositories · arXiv:2011.06706
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Automated Model Compression by Jointly Applied Pruning and Quantization 12 Nov 2020 · 0 repositories · arXiv:2011.06231
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When deep learning models on GPU can be accelerated by taking advantage of unstructured sparsity 12 Nov 2020 · 0 repositories · arXiv:2011.06295
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Dirichlet Pruning for Neural Network Compression 10 Nov 2020 · 1 repository · arXiv:2011.05985
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Effective Model Compression via Stage-wise Pruning 10 Nov 2020 · 0 repositories · arXiv:2011.04908
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Channel Pruning Guided by Spatial and Channel Attention for DNNs in Intelligent Edge Computing 8 Nov 2020 · 0 repositories · arXiv:2011.03891
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Know What You Don't Need: Single-Shot Meta-Pruning for Attention Heads 7 Nov 2020 · 0 repositories · arXiv:2011.03770
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Channel Pruning via Multi-Criteria based on Weight Dependency 6 Nov 2020 · 0 repositories · arXiv:2011.03240
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GHFP: Gradually Hard Filter Pruning 6 Nov 2020 · 0 repositories · arXiv:2011.03170
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Low-Complexity Models for Acoustic Scene Classification Based on Receptive Field Regularization and Frequency Damping 5 Nov 2020 · 1 repository · arXiv:2011.02955
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Channel Planting for Deep Neural Networks using Knowledge Distillation 4 Nov 2020 · 0 repositories · arXiv:2011.02390
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DAIS: Automatic Channel Pruning via Differentiable Annealing Indicator Search 4 Nov 2020 · 1 repository · arXiv:2011.02166
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Filter Pruning using Hierarchical Group Sparse Regularization for Deep Convolutional Neural Networks 4 Nov 2020 · 0 repositories · arXiv:2011.02389
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A Score-and-Search Approach to Learning Bayesian Networks with Noisy-OR Relations 3 Nov 2020 · 1 repository · arXiv:2011.01444Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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A Tunable Robust Pruning Framework Through Dynamic Network Rewiring of DNNs 3 Nov 2020 · 1 repository · arXiv:2011.03083Syntology 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Context Analysis for Pre-trained Masked Language Models 1 Nov 2020 · 0 repositories
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On the weak link between importance and prunability of attention heads 1 Nov 2020 · 0 repositories
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Methods for Pruning Deep Neural Networks 31 Oct 2020 · 0 repositories · arXiv:2011.00241
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Fusion-Catalyzed Pruning for Optimizing Deep Learning on Intelligent Edge Devices 30 Oct 2020 · 0 repositories · arXiv:2010.16165
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Greedy Optimization Provably Wins the Lottery: Logarithmic Number of Winning Tickets is Enough 29 Oct 2020 · 1 repository · arXiv:2010.15969
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Supervised sequential pattern mining of event sequences in sport to identify important patterns of play: an application to rugby union 29 Oct 2020 · 1 repository · arXiv:2010.15377
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A Study on Efficiency in Continual Learning Inspired by Human Learning 28 Oct 2020 · 0 repositories · arXiv:2010.15187
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Data Agnostic Filter Gating for Efficient Deep Networks 28 Oct 2020 · 0 repositories · arXiv:2010.15041
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Differentiable Channel Sparsity Search via Weight Sharing within Filters 28 Oct 2020 · 0 repositories · arXiv:2010.14714
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Mitigating Backdoor Attacks in Federated Learning 28 Oct 2020 · 0 repositories · arXiv:2011.01767
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A Domain-Shrinking based Bayesian Optimization Algorithm with Order-Optimal Regret Performance 27 Oct 2020 · 1 repository · arXiv:2010.13997
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Physics-Based Deep Learning for Fiber-Optic Communication Systems 27 Oct 2020 · 1 repository · arXiv:2010.14258
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FastFormers: Highly Efficient Transformer Models for Natural Language Understanding 26 Oct 2020 · 2 repositories · arXiv:2010.13382Syntology official: harvested, nothing ran · 0 ran · 1 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Neuron Merging: Compensating for Pruned Neurons 25 Oct 2020 · 1 repository · arXiv:2010.13160Syntology official (archive's flag): 3 ran · 3 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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MARS: Multi-macro Architecture SRAM CIM-Based Accelerator with Co-designed Compressed Neural Networks 24 Oct 2020 · 0 repositories · arXiv:2010.12861
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AutoPruning for Deep Neural Network with Dynamic Channel Masking 22 Oct 2020 · 0 repositories · arXiv:2010.12021
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Exploring search space trees using an adapted version of Monte Carlo tree search for combinatorial optimization problems 22 Oct 2020 · 2 repositories · arXiv:2010.11523
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MTAG: Modal-Temporal Attention Graph for Unaligned Human Multimodal Language Sequences 22 Oct 2020 · 1 repository · arXiv:2010.11985
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Tensor Reordering for CNN Compression 22 Oct 2020 · 1 repository · arXiv:2010.12110