Browse State-of-the-Art › Model Compression › Papers, page 8

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 8 of 14: papers 701 to 800 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.

• Memory-Efficient Vision Transformers: An Activation-Aware Mixed-Rank Compression Strategy
  8 Feb 2024 0 repositories listed
• L4Q: Parameter Efficient Quantization-Aware Fine-Tuning on Large Language Models
  7 Feb 2024 0 repositories listed
• Expediting In-Network Federated Learning by Voting-Based Consensus Model Compression
  6 Feb 2024 0 repositories listed
• Fed-CVLC: Compressing Federated Learning Communications with Variable-Length Codes
  6 Feb 2024 0 repositories listed
• The Potential of AutoML for Recommender Systems
  6 Feb 2024 0 repositories listed
• A Survey on Transformer Compression
  5 Feb 2024 0 repositories listed
• Dynamic Sparse Learning: A Novel Paradigm for Efficient Recommendation
  5 Feb 2024 0 repositories listed
• Mobile Fitting Room: On-device Virtual Try-on via Diffusion Models
  2 Feb 2024 0 repositories listed
• Effective Multi-Stage Training Model For Edge Computing Devices In Intrusion Detection
  31 Jan 2024 0 repositories listed
• EPSD: Early Pruning with Self-Distillation for Efficient Model Compression
  31 Jan 2024 0 repositories listed
• RADIN: Souping on a Budget
  31 Jan 2024 0 repositories listed
• Diffusion Model Compression for Image-to-Image Translation
  31 Jan 2024 0 repositories listed
• SwapNet: Efficient Swapping for DNN Inference on Edge AI Devices Beyond the Memory Budget
  30 Jan 2024 0 repositories listed
• CompactifAI: Extreme Compression of Large Language Models using Quantum-Inspired Tensor Networks
  25 Jan 2024 0 repositories listed
• Large receptive field strategy and important feature extraction strategy in 3D object detection
  22 Jan 2024 0 repositories listed
• ELRT: Efficient Low-Rank Training for Compact Convolutional Neural Networks
  18 Jan 2024 0 repositories listed
• Convolutional Neural Network Compression via Dynamic Parameter Rank Pruning
  15 Jan 2024 0 repositories listed
• FFSplit: Split Feed-Forward Network For Optimizing Accuracy-Efficiency Trade-off in Language Model Inference
  8 Jan 2024 0 repositories listed
• Understanding LLMs: A Comprehensive Overview from Training to Inference
  4 Jan 2024 0 repositories listed
• Data-Free Quantization via Pseudo-label Filtering
  1 Jan 2024 0 repositories listed
• Unleashing Channel Potential: Space-Frequency Selection Convolution for SAR Object Detection
  1 Jan 2024 0 repositories listed
• Explainability-Driven Leaf Disease Classification Using Adversarial Training and Knowledge Distillation
  30 Dec 2023 0 repositories listed
• DMT: Comprehensive Distillation with Multiple Self-supervised Teachers
  19 Dec 2023 0 repositories listed
• Integrating Fairness and Model Pruning Through Bi-level Optimization
  15 Dec 2023 0 repositories listed
• RankDVQA-mini: Knowledge Distillation-Driven Deep Video Quality Assessment
  14 Dec 2023 0 repositories listed
• Unraveling Key Factors of Knowledge Distillation
  14 Dec 2023 0 repositories listed
• USM-Lite: Quantization and Sparsity Aware Fine-tuning for Speech Recognition with Universal Speech Models
  13 Dec 2023 0 repositories listed
• Large Multimodal Model Compression via Efficient Pruning and Distillation at AntGroup
  10 Dec 2023 0 repositories listed
• Neural Architecture Codesign for Fast Bragg Peak Analysis
  10 Dec 2023 0 repositories listed
• The Efficiency Spectrum of Large Language Models: An Algorithmic Survey
  1 Dec 2023 0 repositories listed
• LayerCollapse: Adaptive compression of neural networks
  29 Nov 2023 0 repositories listed
• Relationship between Model Compression and Adversarial Robustness: A Review of Current Evidence
  27 Nov 2023 0 repositories listed
• Cosine Similarity Knowledge Distillation for Individual Class Information Transfer
  24 Nov 2023 0 repositories listed
• Education distillation:getting student models to learn in shcools
  23 Nov 2023 0 repositories listed
• Knowledge Distillation Based Semantic Communications For Multiple Users
  23 Nov 2023 0 repositories listed
• Efficient Transformer Knowledge Distillation: A Performance Review
  22 Nov 2023 0 repositories listed
• Towards Better Parameter-Efficient Fine-Tuning for Large Language Models: A Position Paper
  22 Nov 2023 0 repositories listed
• Shedding the Bits: Pushing the Boundaries of Quantization with Minifloats on FPGAs
  21 Nov 2023 0 repositories listed
• Efficient Neural Networks for Tiny Machine Learning: A Comprehensive Review
  20 Nov 2023 0 repositories listed
• A Speed Odyssey for Deployable Quantization of LLMs
  16 Nov 2023 0 repositories listed
• On the Impact of Calibration Data in Post-training Quantization and Pruning
  16 Nov 2023 0 repositories listed
• FedCode: Communication-Efficient Federated Learning via Transferring Codebooks
  15 Nov 2023 0 repositories listed
• EPIM: Efficient Processing-In-Memory Accelerators based on Epitome
  12 Nov 2023 0 repositories listed
• Supervised domain adaptation for building extraction from off-nadir aerial images
  7 Nov 2023 0 repositories listed
• What is Lost in Knowledge Distillation?
  7 Nov 2023 0 repositories listed
• Asymmetric Masked Distillation for Pre-Training Small Foundation Models
  6 Nov 2023 0 repositories listed
• Data-Free Distillation of Language Model by Text-to-Text Transfer
  3 Nov 2023 0 repositories listed
• Divergent Token Metrics: Measuring degradation to prune away LLM components -- and optimize quantization
  2 Nov 2023 0 repositories listed
• Retrieval-based Knowledge Transfer: An Effective Approach for Extreme Large Language Model Compression
  24 Oct 2023 0 repositories listed
• Data-Free Knowledge Distillation Using Adversarially Perturbed OpenGL Shader Images
  20 Oct 2023 0 repositories listed
• In defense of parameter sharing for model-compression
  17 Oct 2023 0 repositories listed
• USDC: Unified Static and Dynamic Compression for Visual Transformer
  17 Oct 2023 0 repositories listed
• Efficient Apple Maturity and Damage Assessment: A Lightweight Detection Model with GAN and Attention Mechanism
  13 Oct 2023 0 repositories listed
• What do larger image classifiers memorise?
  9 Oct 2023 0 repositories listed
• Accelerating Machine Learning Primitives on Commodity Hardware
  8 Oct 2023 0 repositories listed
• Model Compression in Practice: Lessons Learned from Practitioners Creating On-device Machine Learning Experiences
  6 Oct 2023 0 repositories listed
• Robustness-Guided Image Synthesis for Data-Free Quantization
  5 Oct 2023 0 repositories listed
• Sparse Deep Learning for Time Series Data: Theory and Applications
  5 Oct 2023 0 repositories listed
• ECoFLaP: Efficient Coarse-to-Fine Layer-Wise Pruning for Vision-Language Models
  4 Oct 2023 0 repositories listed
• Sweeping Heterogeneity with Smart MoPs: Mixture of Prompts for LLM Task Adaptation
  4 Oct 2023 0 repositories listed
• Artemis: HE-Aware Training for Efficient Privacy-Preserving Machine Learning
  2 Oct 2023 0 repositories listed
• Bridging the Gap Between Foundation Models and Heterogeneous Federated Learning
  30 Sep 2023 0 repositories listed
• Distilling Inductive Bias: Knowledge Distillation Beyond Model Compression
  30 Sep 2023 0 repositories listed
• CAIT: Triple-Win Compression towards High Accuracy, Fast Inference, and Favorable Transferability For ViTs
  27 Sep 2023 0 repositories listed
• On the Impact of Quantization and Pruning of Self-Supervised Speech Models for Downstream Speech Recognition Tasks "In-the-Wild''
  25 Sep 2023 0 repositories listed
• VIC-KD: Variance-Invariance-Covariance Knowledge Distillation to Make Keyword Spotting More Robust Against Adversarial Attacks
  22 Sep 2023 0 repositories listed
• Pruning Large Language Models via Accuracy Predictor
  18 Sep 2023 0 repositories listed
• Two-Step Knowledge Distillation for Tiny Speech Enhancement
  15 Sep 2023 0 repositories listed
• CoLLD: Contrastive Layer-to-layer Distillation for Compressing Multilingual Pre-trained Speech Encoders
  14 Sep 2023 0 repositories listed
• Training Acceleration of Low-Rank Decomposed Networks using Sequential Freezing and Rank Quantization
  7 Sep 2023 0 repositories listed
• Norm Tweaking: High-performance Low-bit Quantization of Large Language Models
  6 Sep 2023 0 repositories listed
• ADC/DAC-Free Analog Acceleration of Deep Neural Networks with Frequency Transformation
  4 Sep 2023 0 repositories listed
• Computation-efficient Deep Learning for Computer Vision: A Survey
  27 Aug 2023 0 repositories listed
• Improving Knowledge Distillation for BERT Models: Loss Functions, Mapping Methods, and Weight Tuning
  26 Aug 2023 0 repositories listed
• DLIP: Distilling Language-Image Pre-training
  24 Aug 2023 0 repositories listed
• QD-BEV : Quantization-aware View-guided Distillation for Multi-view 3D Object Detection
  21 Aug 2023 0 repositories listed
• Learning Disentangled Representation with Mutual Information Maximization for Real-Time UAV Tracking
  20 Aug 2023 0 repositories listed
• SHARK: A Lightweight Model Compression Approach for Large-scale Recommender Systems
  18 Aug 2023 0 repositories listed
• Spike-and-slab shrinkage priors for structurally sparse Bayesian neural networks
  17 Aug 2023 0 repositories listed
• Benchmarking Adversarial Robustness of Compressed Deep Learning Models
  16 Aug 2023 0 repositories listed
• A Survey on Model Compression for Large Language Models
  15 Aug 2023 0 repositories listed
• Shortcut-V2V: Compression Framework for Video-to-Video Translation based on Temporal Redundancy Reduction
  15 Aug 2023 0 repositories listed
• FedEdge AI-TC: A Semi-supervised Traffic Classification Method based on Trusted Federated Deep Learning for Mobile Edge Computing
  14 Aug 2023 0 repositories listed
• Accurate Neural Network Pruning Requires Rethinking Sparse Optimization
  3 Aug 2023 0 repositories listed
• MIMONet: Multi-Input Multi-Output On-Device Deep Learning
  22 Jul 2023 0 repositories listed
• Model Compression Methods for YOLOv5: A Review
  21 Jul 2023 0 repositories listed
• Impact of Disentanglement on Pruning Neural Networks
  19 Jul 2023 0 repositories listed
• Knowledge Distillation for Object Detection: from generic to remote sensing datasets
  18 Jul 2023 0 repositories listed
• Data-Free Quantization via Mixed-Precision Compensation without Fine-Tuning
  2 Jul 2023 0 repositories listed
• TensorGPT: Efficient Compression of Large Language Models based on Tensor-Train Decomposition
  2 Jul 2023 0 repositories listed
• Feature Adversarial Distillation for Point Cloud Classification
  25 Jun 2023 0 repositories listed
• Low-Rank Prune-And-Factorize for Language Model Compression
  25 Jun 2023 0 repositories listed
• Partitioning-Guided K-Means: Extreme Empty Cluster Resolution for Extreme Model Compression
  24 Jun 2023 0 repositories listed
• DynaQuant: Compressing Deep Learning Training Checkpoints via Dynamic Quantization
  20 Jun 2023 0 repositories listed
• LoSparse: Structured Compression of Large Language Models based on Low-Rank and Sparse Approximation
  20 Jun 2023 0 repositories listed
• Neural Network Compression using Binarization and Few Full-Precision Weights
  15 Jun 2023 0 repositories listed
• Modular Transformers: Compressing Transformers into Modularized Layers for Flexible Efficient Inference
  4 Jun 2023 0 repositories listed
• Riemannian Low-Rank Model Compression for Federated Learning with Over-the-Air Aggregation
  4 Jun 2023 0 repositories listed
• Low-Complexity Acoustic Scene Classification Using Data Augmentation and Lightweight ResNet
  3 Jun 2023 0 repositories listed
• Task-Agnostic Structured Pruning of Speech Representation Models
  2 Jun 2023 0 repositories listed