| Tripod: Three Complementary Inductive Biases for Disentangled Representation Learning | Apr 16, 2024 | Data CompressionDecoder | CodeCode Available | 1 |
| SketchINR: A First Look into Sketches as Implicit Neural Representations | Mar 14, 2024 | Data CompressionDecoder | CodeCode Available | 1 |
| Tokenization Is More Than Compression | Feb 28, 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 |
| RSCNet: Dynamic CSI Compression for Cloud-based WiFi Sensing | Jan 19, 2024 | Data CompressionHuman Activity Recognition | CodeCode Available | 1 |
| Hopfield-Enhanced Deep Neural Networks for Artifact-Resilient Brain State Decoding | Nov 6, 2023 | BenchmarkingData Compression | CodeCode Available | 1 |
| RECOMBINER: Robust and Enhanced Compression with Bayesian Implicit Neural Representations | Sep 29, 2023 | Data CompressionQuantization | CodeCode Available | 1 |
| Nonlinear optical encoding enabled by recurrent linear scattering | Jul 17, 2023 | Data CompressionDecoder | CodeCode Available | 1 |
| Representation Learning via Manifold Flattening and Reconstruction | May 2, 2023 | Data CompressionRepresentation Learning | CodeCode Available | 1 |
| Fast and Multi-aspect Mining of Complex Time-stamped Event Streams | Mar 7, 2023 | Anomaly DetectionData 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 |
| LDMIC: Learning-based Distributed Multi-view Image Coding | Jan 24, 2023 | Data CompressionDecoder | CodeCode Available | 1 |
| Scalable Hybrid Learning Techniques for Scientific Data Compression | Dec 21, 2022 | Data CompressionGPU | CodeCode Available | 1 |
| TINC: Tree-structured Implicit Neural Compression | Nov 12, 2022 | Data Compression | CodeCode Available | 1 |
| SCI: A Spectrum Concentrated Implicit Neural Compression for Biomedical Data | Sep 30, 2022 | Data Compression | CodeCode Available | 1 |
| Lossless SIMD Compression of LiDAR Range and Attribute Scan Sequences | Sep 16, 2022 | AttributeAutonomous Driving | 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 |
| DC-BENCH: Dataset Condensation Benchmark | Jul 20, 2022 | AutoMLData Augmentation | CodeCode Available | 1 |
| Neural Estimation of the Rate-Distortion Function With Applications to Operational Source Coding | Apr 4, 2022 | Data Compression | CodeCode Available | 1 |
| DCT-Former: Efficient Self-Attention with Discrete Cosine Transform | Mar 2, 2022 | Data Compression | CodeCode Available | 1 |
| Memory Replay with Data Compression for Continual Learning | Feb 14, 2022 | Autonomous Drivingclass-incremental learning | 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 |
| Understanding Entropy Coding With Asymmetric Numeral Systems (ANS): a Statistician's Perspective | Jan 5, 2022 | BIG-bench Machine LearningData Compression | CodeCode Available | 1 |
| Towards Empirical Sandwich Bounds on the Rate-Distortion Function | Nov 23, 2021 | Data CompressionImage Compression | CodeCode Available | 1 |
| Lossless Compression with Probabilistic Circuits | Nov 23, 2021 | Data CompressionImage Generation | CodeCode Available | 1 |