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Diversity

Diversity in data sampling is crucial across various use cases, including search, recommendation systems, and more. Ensuring diverse samples means capturing a wide range of variations and perspectives, which leads to more robust, unbiased, and comprehensive models. In search use cases, for instance, diversity helps avoid redundancy, ensuring that users are exposed to a broader set of relevant information rather than repeated similar results.

Papers

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Showing 401–450 of 9051 papers

TitleStatusHype
Data Augmentation Alone Can Improve Adversarial TrainingCode1
DeCoAR 2.0: Deep Contextualized Acoustic Representations with Vector QuantizationCode1
Data Augmentation Approaches in Natural Language Processing: A SurveyCode1
Data Augmentation using Pre-trained Transformer ModelsCode1
Dataset Factorization for CondensationCode1
DeepPanoContext: Panoramic 3D Scene Understanding with Holistic Scene Context Graph and Relation-based OptimizationCode1
Action detection using a neural network elucidates the genetics of mouse grooming behaviorCode1
A Bayesian Flow Network Framework for Chemistry TasksCode1
DAG: Depth-Aware Guidance with Denoising Diffusion Probabilistic ModelsCode1
Grounding Language to Autonomously-Acquired Skills via Goal GenerationCode1
Deep Diversity-Enhanced Feature Representation of Hyperspectral ImagesCode1
Deep Encoder-Decoder Networks for Classification of Hyperspectral and LiDAR DataCode1
DeepFacePencil: Creating Face Images from Freehand SketchesCode1
Deep generative selection models of T and B cell receptor repertoires with soNNiaCode1
AcroFOD: An Adaptive Method for Cross-domain Few-shot Object DetectionCode1
DALDA: Data Augmentation Leveraging Diffusion Model and LLM with Adaptive Guidance ScalingCode1
dacl10k: Benchmark for Semantic Bridge Damage SegmentationCode1
Deep Sketch-Based Modeling: Tips and TricksCode1
AARGH! End-to-end Retrieval-Generation for Task-Oriented DialogCode1
DeltaGAN: Towards Diverse Few-shot Image Generation with Sample-Specific DeltaCode1
Active Domain Adaptation via Clustering Uncertainty-weighted EmbeddingsCode1
DELT: A Simple Diversity-driven EarlyLate Training for Dataset DistillationCode1
DALNet: A Rail Detection Network Based on Dynamic Anchor LineCode1
Curriculum-guided Hindsight Experience ReplayCode1
Curiosity-Driven Reinforcement Learning from Human FeedbackCode1
CrowdHuman: A Benchmark for Detecting Human in a CrowdCode1
A Flexible Framework for Designing Trainable Priors with Adaptive Smoothing and Game EncodingCode1
Design of Chain-of-Thought in Math Problem SolvingCode1
Active Learning by Acquiring Contrastive ExamplesCode1
Cross-Utterance Conditioned VAE for Non-Autoregressive Text-to-SpeechCode1
CtrSVDD: A Benchmark Dataset and Baseline Analysis for Controlled Singing Voice Deepfake DetectionCode1
DGPO: Discovering Multiple Strategies with Diversity-Guided Policy OptimizationCode1
D2 Pruning: Message Passing for Balancing Diversity and Difficulty in Data PruningCode1
Dance with You: The Diversity Controllable Dancer Generation via Diffusion ModelsCode1
AffordPose: A Large-scale Dataset of Hand-Object Interactions with Affordance-driven Hand PoseCode1
DialogVED: A Pre-trained Latent Variable Encoder-Decoder Model for Dialog Response GenerationCode1
Cross-Covariate Gait Recognition: A BenchmarkCode1
Differentiable Quality DiversityCode1
CRoSS: Diffusion Model Makes Controllable, Robust and Secure Image SteganographyCode1
CreoPep: A Universal Deep Learning Framework for Target-Specific Peptide Design and OptimizationCode1
COVIDx CT-3: A Large-scale, Multinational, Open-Source Benchmark Dataset for Computer-aided COVID-19 Screening from Chest CT ImagesCode1
DiffSketching: Sketch Control Image Synthesis with Diffusion ModelsCode1
Cross-Domain Feature Augmentation for Domain GeneralizationCode1
Cousins Of The Vendi Score: A Family Of Similarity-Based Diversity Metrics For Science And Machine LearningCode1
Synth-Empathy: Towards High-Quality Synthetic Empathy DataCode1
Covariance Matrix Adaptation for the Rapid Illumination of Behavior SpaceCode1
A Hierarchical Probabilistic U-Net for Modeling Multi-Scale AmbiguitiesCode1
DiffuSum: Generation Enhanced Extractive Summarization with DiffusionCode1
DIG In: Evaluating Disparities in Image Generations with Indicators for Geographic DiversityCode1
AlphaFold Distillation for Protein DesignCode1
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