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Data Compression

Papers

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Showing 51–100 of 459 papers

TitleStatusHype
Entropy Law: The Story Behind Data Compression and LLM PerformanceCode1
An Information-Theoretic Justification for Model PruningCode1
Tripod: Three Complementary Inductive Biases for Disentangled Representation LearningCode1
Self-Supervised Variational Auto-EncodersCode1
DCT-Former: Efficient Self-Attention with Discrete Cosine TransformCode1
SketchINR: A First Look into Sketches as Implicit Neural RepresentationsCode1
Rate-Adaptive Quantization: A Multi-Rate Codebook Adaptation for Vector Quantization-based Generative ModelsCode1
RECOMBINER: Robust and Enhanced Compression with Bayesian Implicit Neural RepresentationsCode1
Representation Learning via Manifold Flattening and ReconstructionCode1
Convolutional Neural Network (CNN) to reduce construction loss in JPEG compression caused by Discrete Fourier Transform (DFT)Code1
A semi-agnostic ansatz with variable structure for quantum machine learningCode1
Scalable Hybrid Learning Techniques for Scientific Data CompressionCode1
Evaluating Large Language Models for Generalization and Robustness via Data CompressionCode1
SCI: A Spectrum Concentrated Implicit Neural Compression for Biomedical DataCode1
Sparse Plus Low Rank Matrix Decomposition: A Discrete Optimization ApproachCode1
Lossless Compression with Probabilistic CircuitsCode1
CLNet: Complex Input Lightweight Neural Network designed for Massive MIMO CSI FeedbackCode1
Understanding Entropy Coding With Asymmetric Numeral Systems (ANS): a Statistician's PerspectiveCode1
DC-BENCH: Dataset Condensation BenchmarkCode1
Language Models Resist Alignment: Evidence From Data CompressionCode1
A Benchmark for Gaussian Splatting Compression and Quality Assessment StudyCode1
A Statistical Extension of Byte-Pair EncodingCode0
Repeated Random Sampling for Minimizing the Time-to-Accuracy of LearningCode0
QuadConv: Quadrature-Based Convolutions with Applications to Non-Uniform PDE Data CompressionCode0
Pareto-optimal data compression for binary classification tasksCode0
Quantum Data Compression and Quantum Cross EntropyCode0
Remote Inference over Dynamic Links via Adaptive Rate Deep Task-Oriented Vector QuantizationCode0
SAIFE: Unsupervised Wireless Spectrum Anomaly Detection with Interpretable FeaturesCode0
MultiTok: Variable-Length Tokenization for Efficient LLMs Adapted from LZW CompressionCode0
Mirage: Model-Agnostic Graph Distillation for Graph ClassificationCode0
A Physics-Informed Vector Quantized Autoencoder for Data Compression of Turbulent FlowCode0
AlphaZip: Neural Network-Enhanced Lossless Text CompressionCode0
Neural Joint Entropy EstimationCode0
Matrix Factorization on GPUs with Memory Optimization and Approximate ComputingCode0
AstroCompress: A benchmark dataset for multi-purpose compression of astronomical dataCode0
Machine Perceptual Quality: Evaluating the Impact of Severe Lossy Compression on Audio and Image ModelsCode0
Communication-Efficient Federated Learning via Predictive CodingCode0
Communication Cost Reduction for Subgraph Counting under Local Differential Privacy via Hash FunctionsCode0
Lossy compression of multidimensional medical images using sinusoidal activation networks: an evaluation studyCode0
Norm-Explicit Quantization: Improving Vector Quantization for Maximum Inner Product SearchCode0
SC2 Benchmark: Supervised Compression for Split ComputingCode0
Large Language Model Evaluation via Matrix Nuclear-NormCode0
HeartSpot: Privatized and Explainable Data Compression for Cardiomegaly DetectionCode0
Hierarchical Distribution-Aware Testing of Deep LearningCode0
In-context learning and Occam's razorCode0
LFZip: Lossy compression of multivariate floating-point time series data via improved predictionCode0
Fast Machine Learning Method with Vector Embedding on Orthonormal Basis and Spectral TransformCode0
AIDetx: a compression-based method for identification of machine-learning generated textCode0
Flexible Variational Information Bottleneck: Achieving Diverse Compression with a Single TrainingCode0
Fast 2D Bicephalous Convolutional Autoencoder for Compressing 3D Time Projection Chamber DataCode0
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