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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

Showing 58515900 of 9051 papers

TitleStatusHype
Generalization in Mean Field Games by Learning Master Policies0
Crowdsourcing Diverse Paraphrases for Training Task-oriented Bots0
Dynamic Neural Diversification: Path to Computationally Sustainable Neural Networks0
SDTP: Semantic-aware Decoupled Transformer Pyramid for Dense Image Prediction0
Learning to Regrasp by Learning to PlaceCode1
Modeling Multi-granularity Segmentation for Rare Words in Neural Machine Translation0
Improving Personalized Dialogue Generation Models with Data-level Distillation and Diversification0
Analyzing the Habitable Zones of Circumbinary Planets Using Machine LearningCode0
Dynamics-Aware Quality-Diversity for Efficient Learning of Skill Repertoires0
Simple Post-Training Robustness Using Test Time Augmentations and Random ForestCode0
DDS: A new device-degraded speech dataset for speech enhancement0
RetroPrime: A Diverse, plausible and Transformer-based method for Single-Step retrosynthesis predictionsCode1
Squash root microbiome transplants and metagenomic inspection for in situ arid adaptations0
Towards Document-Level Paraphrase Generation with Sentence Rewriting and ReorderingCode1
A Conditional Generative Matching Model for Multi-lingual Reply Suggestion0
QoS-aware Big Service Composition using Distributed Co-Evolutionary AlgorithmCode0
Few-shot Quality-Diversity OptimizationCode0
Controllable Dialogue Generation with Disentangled Multi-grained Style Specification and Attribute Consistency Reward0
A Temporal Variational Model for Story GenerationCode1
How to address cellular heterogeneity by distribution biology0
BERT for Target Apps Selection: Analyzing the Diversity and Performance of BERT in Unified Mobile Search0
Phrase-BERT: Improved Phrase Embeddings from BERT with an Application to Corpus ExplorationCode1
Virtual Data Augmentation: A Robust and General Framework for Fine-tuning Pre-trained ModelsCode1
Error performance analysis of different modulations over TWDP fading channel0
Explain Me the Painting: Multi-Topic Knowledgeable Art Description GenerationCode1
Learning to Predict Diverse Human Motions from a Single Image via Mixture Density Networks0
Stylistic Retrieval-based Dialogue System with Unparallel Training Data0
Illuminating Diverse Neural Cellular Automata for Level GenerationCode1
Towards Evaluation of Cross-document Coreference Resolution Models Using Datasets with Diverse Annotation SchemesCode0
Contrastive Quantization with Code Memory for Unsupervised Image RetrievalCode1
Dual-view Snapshot Compressive Imaging via Optical Flow Aided Recurrent Neural NetworkCode0
Math Word Problem Generation with Mathematical Consistency and Problem Context Constraints0
Neural Latents Benchmark '21: Evaluating latent variable models of neural population activityCode1
Follow the guides: disentangling human and algorithmic curation in online music consumption0
Panoptic nuScenes: A Large-Scale Benchmark for LiDAR Panoptic Segmentation and TrackingCode2
Visual Sensation and Perception Computational Models for Deep Learning: State of the art, Challenges and Prospects0
Active Learning by Acquiring Contrastive ExamplesCode1
Mixup Decoding for Diverse Machine Translation0
Scaled ReLU Matters for Training Vision Transformers0
Quality-Diversity Meta-Evolution: customising behaviour spaces to a meta-objectiveCode0
FaceCook: Face Generation Based on Linear Scaling Factors0
Rethinking Multidimensional Discriminator Output for Generative Adversarial Networks0
NU:BRIEF -- A Privacy-aware Newsletter Personalization Engine for Publishers0
A Scalable AI Approach for Clinical Trial Cohort Optimization0
Niche differentiation in the light spectrum promotes coexistence of phytoplankton species: a spatial modelling approach0
Enhancing Visual Dialog Questioner with Entity-based Strategy Learning and Augmented GuesserCode0
VARGAN: Variance Enforcing Network Enhanced GAN0
Pushing Paraphrase Away from Original Sentence: A Multi-Round Paraphrase Generation ApproachCode1
Resource and data efficient self supervised learning0
Regional Adversarial Training for Better Robust Generalization0
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