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Model Compression

Papers archive 2025-07-28

archive papers tagged: 1,356 · with a code link: 440 · where Syntology ran a sample: 119 (97 with a run with no instrument failure, 22 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (119 of 1,356 tagged: 97 with a run with no instrument failure, 22 where every run was a failure of Syntology's instrument)

Page 10 of 14: papers 901 to 1,000 of 1,356, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “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 figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. 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); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• Resource Allocation for Compression-aided Federated Learning with High Distortion Rate
  2 Jun 2022 0 repositories listed
• Do we need Label Regularization to Fine-tune Pre-trained Language Models?
  25 May 2022 0 repositories listed
• Train Flat, Then Compress: Sharpness-Aware Minimization Learns More Compressible Models
  25 May 2022 0 repositories listed
• Dimensionality Reduced Training by Pruning and Freezing Parts of a Deep Neural Network, a Survey
  17 May 2022 0 repositories listed
• Perturbation of Deep Autoencoder Weights for Model Compression and Classification of Tabular Data
  17 May 2022 0 repositories listed
• QAPPA: Quantization-Aware Power, Performance, and Area Modeling of DNN Accelerators
  17 May 2022 0 repositories listed
• DNA data storage, sequencing data-carrying DNA
  11 May 2022 0 repositories listed
• Serving and Optimizing Machine Learning Workflows on Heterogeneous Infrastructures
  10 May 2022 0 repositories listed
• Data-Free Adversarial Knowledge Distillation for Graph Neural Networks
  8 May 2022 0 repositories listed
• Automatic Block-wise Pruning with Auxiliary Gating Structures for Deep Convolutional Neural Networks
  7 May 2022 0 repositories listed
• Online Model Compression for Federated Learning with Large Models
  6 May 2022 0 repositories listed
• Can collaborative learning be private, robust and scalable?
  5 May 2022 0 repositories listed
• Towards Feature Distribution Alignment and Diversity Enhancement for Data-Free Quantization
  30 Apr 2022 0 repositories listed
• Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications
  25 Apr 2022 0 repositories listed
• Neural Network Pruning by Cooperative Coevolution
  12 Apr 2022 0 repositories listed
• Enabling All In-Edge Deep Learning: A Literature Review
  7 Apr 2022 0 repositories listed
• Aligned Weight Regularizers for Pruning Pretrained Neural Networks
  4 Apr 2022 0 repositories listed
• TextPruner: A Model Pruning Toolkit for Pre-Trained Language Models
  30 Mar 2022 0 repositories listed
• Kernel Modulation: A Parameter-Efficient Method for Training Convolutional Neural Networks
  29 Mar 2022 0 repositories listed
• Learning to Collide: Recommendation System Model Compression with Learned Hash Functions
  28 Mar 2022 0 repositories listed
• Mitigating Gender Bias in Distilled Language Models via Counterfactual Role Reversal
  23 Mar 2022 0 repositories listed
• Compression of Generative Pre-trained Language Models via Quantization
  21 Mar 2022 0 repositories listed
• PublicCheck: Public Integrity Verification for Services of Run-time Deep Models
  21 Mar 2022 0 repositories listed
• A Closer Look at Knowledge Distillation with Features, Logits, and Gradients
  18 Mar 2022 0 repositories listed
• Learning Compressed Embeddings for On-Device Inference
  18 Mar 2022 0 repositories listed
• Approximability and Generalisation
  15 Mar 2022 0 repositories listed
• A Mixed Integer Programming Approach for Verifying Properties of Binarized Neural Networks
  11 Mar 2022 0 repositories listed
• An Empirical Study of Low Precision Quantization for TinyML
  10 Mar 2022 0 repositories listed
• Don't Be So Dense: Sparse-to-Sparse GAN Training Without Sacrificing Performance
  5 Mar 2022 0 repositories listed
• Structured Pruning is All You Need for Pruning CNNs at Initialization
  4 Mar 2022 0 repositories listed
• E-LANG: Energy-Based Joint Inferencing of Super and Swift Language Models
  1 Mar 2022 0 repositories listed
• KMIR: A Benchmark for Evaluating Knowledge Memorization, Identification and Reasoning Abilities of Language Models
  28 Feb 2022 0 repositories listed
• Multi-task Learning Approach for Modulation and Wireless Signal Classification for 5G and Beyond: Edge Deployment via Model Compression
  26 Feb 2022 0 repositories listed
• A Novel Architecture Slimming Method for Network Pruning and Knowledge Distillation
  21 Feb 2022 0 repositories listed
• Time-Correlated Sparsification for Efficient Over-the-Air Model Aggregation in Wireless Federated Learning
  17 Feb 2022 0 repositories listed
• A Survey on Model Compression and Acceleration for Pretrained Language Models
  15 Feb 2022 0 repositories listed
• Enabling Deep Learning on Edge Devices through Filter Pruning and Knowledge Transfer
  22 Jan 2022 0 repositories listed
• AutoDistill: an End-to-End Framework to Explore and Distill Hardware-Efficient Language Models
  21 Jan 2022 0 repositories listed
• Can Model Compression Improve NLP Fairness
  21 Jan 2022 0 repositories listed
• PCEE-BERT: Accelerating BERT Inference via Patient and Confident Early Exiting
  16 Jan 2022 0 repositories listed
• UDC: Unified DNAS for Compressible TinyML Models
  15 Jan 2022 0 repositories listed
• Two-Pass End-to-End ASR Model Compression
  8 Jan 2022 0 repositories listed
• The Effect of Model Compression on Fairness in Facial Expression Recognition
  5 Jan 2022 0 repositories listed
• Dreaming To Prune Image Deraining Networks
  1 Jan 2022 0 repositories listed
• HODEC: Towards Efficient High-Order DEcomposed Convolutional Neural Networks
  1 Jan 2022 0 repositories listed
• Conditional Generative Data-free Knowledge Distillation
  31 Dec 2021 0 repositories listed
• Croesus: Multi-Stage Processing and Transactions for Video-Analytics in Edge-Cloud Systems
  31 Dec 2021 0 repositories listed
• Data-Free Knowledge Transfer: A Survey
  31 Dec 2021 0 repositories listed
• Automatic Mixed-Precision Quantization Search of BERT
  30 Dec 2021 0 repositories listed
• LegoDNN: Block-grained Scaling of Deep Neural Networks for Mobile Vision
  18 Dec 2021 0 repositories listed
• Knowledge Distillation for Object Detection via Rank Mimicking and Prediction-guided Feature Imitation
  9 Dec 2021 0 repositories listed
• Low-rank Tensor Decomposition for Compression of Convolutional Neural Networks Using Funnel Regularization
  7 Dec 2021 0 repositories listed
• Toward Real-World Voice Disorder Classification
  5 Dec 2021 0 repositories listed
• Formalizing Generalization and Adversarial Robustness of Neural Networks to Weight Perturbations
  1 Dec 2021 0 repositories listed
• FedHM: Efficient Federated Learning for Heterogeneous Models via Low-rank Factorization
  29 Nov 2021 0 repositories listed
• Exploring Low-Cost Transformer Model Compression for Large-Scale Commercial Reply Suggestions
  27 Nov 2021 0 repositories listed
• Accelerating Deep Learning with Dynamic Data Pruning
  24 Nov 2021 0 repositories listed
• Automatic Mapping of the Best-Suited DNN Pruning Schemes for Real-Time Mobile Acceleration
  22 Nov 2021 0 repositories listed
• Local-Selective Feature Distillation for Single Image Super-Resolution
  22 Nov 2021 0 repositories listed
• Structured Pruning Learns Compact and Accurate Models
  16 Nov 2021 0 repositories listed
• Weight Squeezing: Reparameterization for Knowledge Transfer and Model Compression
  16 Nov 2021 0 repositories listed
• Learning-Based Symbol Level Precoding: A Memory-Efficient Unsupervised Learning Approach
  15 Nov 2021 0 repositories listed
• Domain Generalization on Efficient Acoustic Scene Classification using Residual Normalization
  12 Nov 2021 0 repositories listed
• Learning Interpretation with Explainable Knowledge Distillation
  12 Nov 2021 0 repositories listed
• A Survey on Green Deep Learning
  8 Nov 2021 0 repositories listed
• SEOFP-NET: Compression and Acceleration of Deep Neural Networks for Speech Enhancement Using Sign-Exponent-Only Floating-Points
  8 Nov 2021 0 repositories listed
• Oracle Teacher: Leveraging Target Information for Better Knowledge Distillation of CTC Models
  5 Nov 2021 0 repositories listed
• Weight, Block or Unit? Exploring Sparsity Tradeoffs for Speech Enhancement on Tiny Neural Accelerators
  3 Nov 2021 0 repositories listed
• How to Select One Among All ? An Empirical Study Towards the Robustness of Knowledge Distillation in Natural Language Understanding
  1 Nov 2021 0 repositories listed
• ILMPQ : An Intra-Layer Multi-Precision Deep Neural Network Quantization framework for FPGA
  30 Oct 2021 0 repositories listed
• On Cross-Layer Alignment for Model Fusion of Heterogeneous Neural Networks
  29 Oct 2021 0 repositories listed
• Reconstructing Pruned Filters using Cheap Spatial Transformations
  25 Oct 2021 0 repositories listed
• How and When Adversarial Robustness Transfers in Knowledge Distillation?
  22 Oct 2021 0 repositories listed
• Analysis of memory consumption by neural networks based on hyperparameters
  21 Oct 2021 0 repositories listed
• Augmenting Knowledge Distillation With Peer-To-Peer Mutual Learning For Model Compression
  21 Oct 2021 0 repositories listed
• Accelerating Framework of Transformer by Hardware Design and Model Compression Co-Optimization
  19 Oct 2021 0 repositories listed
• A Short Study on Compressing Decoder-Based Language Models
  16 Oct 2021 0 repositories listed
• Pro-KD: Progressive Distillation by Following the Footsteps of the Teacher
  16 Oct 2021 0 repositories listed
• Robustness Challenges in Model Distillation and Pruning for Natural Language Understanding
  16 Oct 2021 0 repositories listed
• Differentiable Network Pruning for Microcontrollers
  15 Oct 2021 0 repositories listed
• Kronecker Decomposition for GPT Compression
  15 Oct 2021 0 repositories listed
• A Memory-Efficient Learning Framework for SymbolLevel Precoding with Quantized NN Weights
  13 Oct 2021 0 repositories listed
• Rectifying the Data Bias in Knowledge Distillation
  11 Oct 2021 0 repositories listed
• FedDQ: Communication-Efficient Federated Learning with Descending Quantization
  5 Oct 2021 0 repositories listed
• A Unified Knowledge Distillation Framework for Deep Directed Graphical Models
  29 Sep 2021 0 repositories listed
• HFSP: A Hardware-friendly Soft Pruning Framework for Vision Transformers
  29 Sep 2021 0 repositories listed
• KIMERA: Injecting Domain Knowledge into Vacant Transformer Heads
  29 Sep 2021 0 repositories listed
• Learning Efficient Image Super-Resolution Networks via Structure-Regularized Pruning
  29 Sep 2021 0 repositories listed
• Model Compression via Symmetries of the Parameter Space
  29 Sep 2021 0 repositories listed
• Prototypical Contrastive Predictive Coding
  29 Sep 2021 0 repositories listed
• Robot Intent Recognition Method Based on State Grid Business Office
  29 Sep 2021 0 repositories listed
• Sparse Unbalanced GAN Training with In-Time Over-Parameterization
  29 Sep 2021 0 repositories listed
• Classification-based Quality Estimation: Small and Efficient Models for Real-world Applications
  17 Sep 2021 0 repositories listed
• Experimental implementation of a neural network optical channel equalizer in restricted hardware using pruning and quantization
  15 Sep 2021 0 repositories listed
• Multihop: Leveraging Complex Models to Learn Accurate Simple Models
  14 Sep 2021 0 repositories listed
• A Note on Knowledge Distillation Loss Function for Object Classification
  14 Sep 2021 0 repositories listed
• KroneckerBERT: Learning Kronecker Decomposition for Pre-trained Language Models via Knowledge Distillation
  13 Sep 2021 0 repositories listed
• BioNetExplorer: Architecture-Space Exploration of Bio-Signal Processing Deep Neural Networks for Wearables
  7 Sep 2021 0 repositories listed
• GDP: Stabilized Neural Network Pruning via Gates with Differentiable Polarization
  6 Sep 2021 0 repositories listed
• Full-Cycle Energy Consumption Benchmark for Low-Carbon Computer Vision
  30 Aug 2021 0 repositories listed