| XGBoost: A Scalable Tree Boosting System | Mar 9, 2016 | BIG-bench Machine LearningClustering | CodeCode Available | 4 |
| XGBoost: Scalable GPU Accelerated Learning | Jun 29, 2018 | Cloud ComputingData Compression | CodeCode Available | 4 |
| Lossless data compression by large models | Jun 24, 2024 | Data Compression | CodeCode Available | 3 |
| White-Box Transformers via Sparse Rate Reduction: Compression Is All There Is? | Nov 22, 2023 | AllData Compression | CodeCode Available | 3 |
| Compact 3D Scene Representation via Self-Organizing Gaussian Grids | Dec 19, 2023 | 3DGS | CodeCode Available | 3 |
| An Introduction to Neural Data Compression | Feb 14, 2022 | BIG-bench Machine LearningData Compression | CodeCode Available | 2 |
| ReplayCAD: Generative Diffusion Replay for Continual Anomaly Detection | May 10, 2025 | Anomaly Detectioncontinual anomaly detection | CodeCode Available | 2 |
| Diff-eRank: A Novel Rank-Based Metric for Evaluating Large Language Models | Jan 30, 2024 | Data CompressionLanguage Modelling | CodeCode Available | 2 |
| UniPCGC: Towards Practical Point Cloud Geometry Compression via an Efficient Unified Approach | Mar 24, 2025 | Data Compression | CodeCode Available | 2 |
| DNABERT-2: Efficient Foundation Model and Benchmark For Multi-Species Genome | Jun 26, 2023 | Computational EfficiencyCore Promoter Detection | CodeCode Available | 2 |
| Residual Quantization with Implicit Neural Codebooks | Jan 26, 2024 | Data CompressionQuantization | CodeCode Available | 2 |
| DD-Ranking: Rethinking the Evaluation of Dataset Distillation | May 19, 2025 | Data AugmentationData Compression | CodeCode Available | 2 |
| BayesFlow: Amortized Bayesian Workflows With Neural Networks | Jun 28, 2023 | Bayesian InferenceData Compression | CodeCode Available | 2 |
| Bayesian Flow Networks | Aug 14, 2023 | Bayesian InferenceData Compression | CodeCode Available | 2 |
| 3D Point Cloud Compression with Recurrent Neural Network and Image Compression Methods | Feb 18, 2024 | Data CompressionImage Compression | CodeCode Available | 2 |
| BWT construction and search at the terabase scale | Sep 1, 2024 | Data Compression | CodeCode Available | 2 |
| RECOMBINER: Robust and Enhanced Compression with Bayesian Implicit Neural Representations | Sep 29, 2023 | Data CompressionQuantization | CodeCode Available | 1 |
| Rate-Adaptive Quantization: A Multi-Rate Codebook Adaptation for Vector Quantization-based Generative Models | May 23, 2024 | Data CompressionImage Generation | CodeCode Available | 1 |
| Representation Learning via Manifold Flattening and Reconstruction | May 2, 2023 | Data CompressionRepresentation Learning | CodeCode Available | 1 |
| Memory Replay with Data Compression for Continual Learning | Feb 14, 2022 | Autonomous Drivingclass-incremental learning | CodeCode Available | 1 |
| Language Models Resist Alignment: Evidence From Data Compression | Jun 10, 2024 | Data Compression | CodeCode Available | 1 |
| All-in-One Image Coding for Joint Human-Machine Vision with Multi-Path Aggregation | Sep 29, 2024 | AllData Compression | CodeCode Available | 1 |
| Lite Audio-Visual Speech Enhancement | May 24, 2020 | Data CompressionDenoising | CodeCode Available | 1 |
| Learned Compression for Images and Point Clouds | Sep 12, 2024 | Data CompressionStyle Transfer | CodeCode Available | 1 |
| Lossless Compression with Probabilistic Circuits | Nov 23, 2021 | Data CompressionImage Generation | CodeCode Available | 1 |
| Lossless SIMD Compression of LiDAR Range and Attribute Scan Sequences | Sep 16, 2022 | AttributeAutonomous Driving | CodeCode Available | 1 |
| MiniLongBench: The Low-cost Long Context Understanding Benchmark for Large Language Models | May 26, 2025 | Data CompressionLong-Context Understanding | CodeCode Available | 1 |
| Neural Estimation of the Rate-Distortion Function With Applications to Operational Source Coding | Apr 4, 2022 | Data Compression | CodeCode Available | 1 |
| Microshift: An Efficient Image Compression Algorithm for Hardware | Apr 20, 2021 | Data CompressionImage Compression | CodeCode Available | 1 |
| ReduNet: A White-box Deep Network from the Principle of Maximizing Rate Reduction | May 21, 2021 | AllData Compression | CodeCode Available | 1 |
| Hopfield-Enhanced Deep Neural Networks for Artifact-Resilient Brain State Decoding | Nov 6, 2023 | BenchmarkingData Compression | CodeCode Available | 1 |
| Fast and Multi-aspect Mining of Complex Time-stamped Event Streams | Mar 7, 2023 | Anomaly DetectionData Compression | CodeCode Available | 1 |
| HybridGS: High-Efficiency Gaussian Splatting Data Compression using Dual-Channel Sparse Representation and Point Cloud Encoder | May 3, 2025 | 3DGSData Compression | CodeCode Available | 1 |
| Detecting Deepfakes with Metric Learning | Mar 19, 2020 | Data CompressionFace Swapping | CodeCode Available | 1 |
| Nonlinear optical encoding enabled by recurrent linear scattering | Jul 17, 2023 | Data CompressionDecoder | CodeCode Available | 1 |
| Efficient Sparse Coding using Hierarchical Riemannian Pursuit | Apr 21, 2021 | Data Compression | CodeCode Available | 1 |
| Improving Lossless Compression Rates via Monte Carlo Bits-Back Coding | Feb 22, 2021 | Data Compression | CodeCode Available | 1 |
| 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 |
| CLNet: Complex Input Lightweight Neural Network designed for Massive MIMO CSI Feedback | Feb 15, 2021 | Compressive SensingData Compression | CodeCode Available | 1 |
| COMET: A Novel Memory-Efficient Deep Learning Training Framework by Using Error-Bounded Lossy Compression | Nov 18, 2021 | Data Compression | CodeCode Available | 1 |
| A Benchmark for Gaussian Splatting Compression and Quality Assessment Study | Jul 19, 2024 | AttributeData Compression | CodeCode Available | 1 |
| Communication-Efficient Federated Learning with Compensated Overlap-FedAvg | Dec 12, 2020 | Data CompressionFederated Learning | CodeCode Available | 1 |
| Entropy Law: The Story Behind Data Compression and LLM Performance | Jul 9, 2024 | Data Compression | CodeCode Available | 1 |
| Evaluating Large Language Models for Generalization and Robustness via Data Compression | Feb 1, 2024 | ArticlesData Compression | CodeCode Available | 1 |
| FrankenSplit: Efficient Neural Feature Compression with Shallow Variational Bottleneck Injection for Mobile Edge Computing | Feb 21, 2023 | Data CompressionEdge-computing | CodeCode Available | 1 |
| Graph Autoencoder for Graph Compression and Representation Learning | Mar 4, 2021 | Data CompressionGraph Classification | CodeCode Available | 1 |
| DC-BENCH: Dataset Condensation Benchmark | Jul 20, 2022 | AutoMLData Augmentation | CodeCode Available | 1 |
| BottleFit: Learning Compressed Representations in Deep Neural Networks for Effective and Efficient Split Computing | Jan 7, 2022 | Data CompressionGPU | CodeCode Available | 1 |
| LDMIC: Learning-based Distributed Multi-view Image Coding | Jan 24, 2023 | Data CompressionDecoder | CodeCode Available | 1 |
| Boosting Co-teaching with Compression Regularization for Label Noise | Apr 28, 2021 | Data Compressionimage-classification | CodeCode Available | 1 |