| Evaluating Large Language Models for Generalization and Robustness via Data Compression | Feb 1, 2024 | ArticlesData Compression | CodeCode Available | 1 | 5 |
| Entropy Law: The Story Behind Data Compression and LLM Performance | Jul 9, 2024 | Data Compression | CodeCode Available | 1 | 5 |
| Rate-Adaptive Quantization: A Multi-Rate Codebook Adaptation for Vector Quantization-based Generative Models | May 23, 2024 | Data CompressionImage Generation | CodeCode Available | 1 | 5 |
| Neural Estimation of the Rate-Distortion Function With Applications to Operational Source Coding | Apr 4, 2022 | Data Compression | CodeCode Available | 1 | 5 |
| ReduNet: A White-box Deep Network from the Principle of Maximizing Rate Reduction | May 21, 2021 | AllData Compression | CodeCode Available | 1 | 5 |
| Lossless Compression with Probabilistic Circuits | Nov 23, 2021 | Data CompressionImage Generation | CodeCode Available | 1 | 5 |
| Learned Compression for Images and Point Clouds | Sep 12, 2024 | Data CompressionStyle Transfer | CodeCode Available | 1 | 5 |
| Lossless SIMD Compression of LiDAR Range and Attribute Scan Sequences | Sep 16, 2022 | AttributeAutonomous Driving | CodeCode Available | 1 | 5 |
| Language Models Resist Alignment: Evidence From Data Compression | Jun 10, 2024 | Data Compression | CodeCode Available | 1 | 5 |
| CLNet: Complex Input Lightweight Neural Network designed for Massive MIMO CSI Feedback | Feb 15, 2021 | Compressive SensingData Compression | CodeCode Available | 1 | 5 |
| L3TC: Leveraging RWKV for Learned Lossless Low-Complexity Text Compression | Dec 21, 2024 | Data CompressionText Compression | CodeCode Available | 1 | 5 |
| Memory Replay with Data Compression for Continual Learning | Feb 14, 2022 | Autonomous Drivingclass-incremental learning | CodeCode Available | 1 | 5 |
| BottleFit: Learning Compressed Representations in Deep Neural Networks for Effective and Efficient Split Computing | Jan 7, 2022 | Data CompressionGPU | CodeCode Available | 1 | 5 |
| Hopfield-Enhanced Deep Neural Networks for Artifact-Resilient Brain State Decoding | Nov 6, 2023 | BenchmarkingData Compression | CodeCode Available | 1 | 5 |
| Boosting Co-teaching with Compression Regularization for Label Noise | Apr 28, 2021 | Data Compressionimage-classification | CodeCode Available | 1 | 5 |
| A Benchmark for Gaussian Splatting Compression and Quality Assessment Study | Jul 19, 2024 | AttributeData Compression | CodeCode Available | 1 | 5 |
| Communication-Efficient Federated Learning with Compensated Overlap-FedAvg | Dec 12, 2020 | Data CompressionFederated Learning | CodeCode Available | 1 | 5 |
| COIN: COmpression with Implicit Neural representations | Mar 3, 2021 | Data CompressionImage Compression | CodeCode Available | 1 | 5 |
| LDMIC: Learning-based Distributed Multi-view Image Coding | Jan 24, 2023 | Data CompressionDecoder | CodeCode Available | 1 | 5 |
| Lite Audio-Visual Speech Enhancement | May 24, 2020 | Data CompressionDenoising | CodeCode Available | 1 | 5 |
| Convolutional Neural Network (CNN) to reduce construction loss in JPEG compression caused by Discrete Fourier Transform (DFT) | Aug 26, 2022 | Data CompressionImage Compression | CodeCode Available | 1 | 5 |
| HybridGS: High-Efficiency Gaussian Splatting Data Compression using Dual-Channel Sparse Representation and Point Cloud Encoder | May 3, 2025 | 3DGSData Compression | CodeCode Available | 1 | 5 |
| FrankenSplit: Efficient Neural Feature Compression with Shallow Variational Bottleneck Injection for Mobile Edge Computing | Feb 21, 2023 | Data CompressionEdge-computing | CodeCode Available | 1 | 5 |
| COMET: A Novel Memory-Efficient Deep Learning Training Framework by Using Error-Bounded Lossy Compression | Nov 18, 2021 | Data Compression | CodeCode Available | 1 | 5 |
| A semi-agnostic ansatz with variable structure for quantum machine learning | Mar 11, 2021 | BIG-bench Machine LearningData Compression | CodeCode Available | 1 | 5 |
