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Data Compression

Papers

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Showing 51–100 of 459 papers

TitleStatusHype
Evaluating Large Language Models for Generalization and Robustness via Data CompressionCode1
TINC: Tree-structured Implicit Neural CompressionCode1
Understanding Entropy Coding With Asymmetric Numeral Systems (ANS): a Statistician's PerspectiveCode1
Sparse Plus Low Rank Matrix Decomposition: A Discrete Optimization ApproachCode1
DCT-Former: Efficient Self-Attention with Discrete Cosine TransformCode1
Scalable Hybrid Learning Techniques for Scientific Data CompressionCode1
RECOMBINER: Robust and Enhanced Compression with Bayesian Implicit Neural RepresentationsCode1
ReduNet: A White-box Deep Network from the Principle of Maximizing Rate ReductionCode1
SSMF: Shifting Seasonal Matrix FactorizationCode1
SCI: A Spectrum Concentrated Implicit Neural Compression for Biomedical DataCode1
A semi-agnostic ansatz with variable structure for quantum machine learningCode1
RSCNet: Dynamic CSI Compression for Cloud-based WiFi SensingCode1
Convolutional Neural Network (CNN) to reduce construction loss in JPEG compression caused by Discrete Fourier Transform (DFT)Code1
Self-Supervised Variational Auto-EncodersCode1
Lossless SIMD Compression of LiDAR Range and Attribute Scan SequencesCode1
SketchINR: A First Look into Sketches as Implicit Neural RepresentationsCode1
CLNet: Complex Input Lightweight Neural Network designed for Massive MIMO CSI FeedbackCode1
An Information-Theoretic Justification for Model PruningCode1
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
SAIFE: Unsupervised Wireless Spectrum Anomaly Detection with Interpretable FeaturesCode0
Remote Inference over Dynamic Links via Adaptive Rate Deep Task-Oriented Vector QuantizationCode0
Quantum Data Compression and Quantum Cross EntropyCode0
QuadConv: Quadrature-Based Convolutions with Applications to Non-Uniform PDE Data CompressionCode0
Repeated Random Sampling for Minimizing the Time-to-Accuracy of LearningCode0
MultiTok: Variable-Length Tokenization for Efficient LLMs Adapted from LZW CompressionCode0
Neural Joint Entropy EstimationCode0
A Physics-Informed Vector Quantized Autoencoder for Data Compression of Turbulent FlowCode0
AlphaZip: Neural Network-Enhanced Lossless Text CompressionCode0
Mirage: Model-Agnostic Graph Distillation for Graph ClassificationCode0
Norm-Explicit Quantization: Improving Vector Quantization for Maximum Inner Product SearchCode0
AstroCompress: A benchmark dataset for multi-purpose compression of astronomical dataCode0
Matrix Factorization on GPUs with Memory Optimization and Approximate ComputingCode0
Lossy compression of multidimensional medical images using sinusoidal activation networks: an evaluation studyCode0
Communication Cost Reduction for Subgraph Counting under Local Differential Privacy via Hash FunctionsCode0
Machine Perceptual Quality: Evaluating the Impact of Severe Lossy Compression on Audio and Image ModelsCode0
Pareto-optimal data compression for binary classification tasksCode0
Scaling Training Data with Lossy Image CompressionCode0
Large Language Model Evaluation via Matrix Nuclear-NormCode0
LFZip: Lossy compression of multivariate floating-point time series data via improved predictionCode0
In-context learning and Occam's razorCode0
Hierarchical Distribution-Aware Testing of Deep LearningCode0
HeartSpot: Privatized and Explainable Data Compression for Cardiomegaly DetectionCode0
Flexible Variational Information Bottleneck: Achieving Diverse Compression with a Single TrainingCode0
AIDetx: a compression-based method for identification of machine-learning generated textCode0
Communication-Efficient Federated Learning via Predictive CodingCode0
Fast Machine Learning Method with Vector Embedding on Orthonormal Basis and Spectral TransformCode0
Generalized Image Reconstruction over T-AlgebraCode0
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