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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 2251–2300 of 9051 papers

TitleStatusHype
Hierarchical Reinforcement Learning via Advantage-Weighted Information MaximizationCode0
Guylingo: The Republic of Guyana Creole CorporaCode0
Can Graph Neural Networks Expose Training Data Properties? An Efficient Risk Assessment ApproachCode0
GumbelSoft: Diversified Language Model Watermarking via the GumbelMax-trickCode0
Harmony in Diversity: Merging Neural Networks with Canonical Correlation AnalysisCode0
Advancing Topic Segmentation of Broadcasted Speech with Multilingual Semantic EmbeddingsCode0
Can Generative Models Improve Self-Supervised Representation Learning?Code0
Guiding and Diversifying LLM-Based Story Generation via Answer Set ProgrammingCode0
Another Diversity-Promoting Objective Function for Neural Dialogue GenerationCode0
CANDLE: Iterative Conceptualization and Instantiation Distillation from Large Language Models for Commonsense ReasoningCode0
Group Relative Policy Optimization for Image CaptioningCode0
Can a Neural Model Guide Fieldwork? A Case Study on Morphological Data CollectionCode0
Grouping Words with Semantic DiversityCode0
Growing Artificial Neural Networks for Control: the Role of Neuronal DiversityCode0
CAMERO: Consistency Regularized Ensemble of Perturbed Language Models with Weight SharingCode0
GridDehazeNet: Attention-Based Multi-Scale Network for Image DehazingCode0
Camera Style Adaptation for Person Re-identificationCode0
An Open-World, Diverse, Cross-Spatial-Temporal Benchmark for Dynamic Wild Person Re-IdentificationCode0
GRATIS: GeneRAting TIme Series with diverse and controllable characteristicsCode0
Advancing low-field MRI with a universal denoising imaging transformer: Towards fast and high-quality imagingCode0
Calibration-Free Driver Drowsiness Classification based on Manifold-Level AugmentationCode0
GPoeT-2: A GPT-2 Based Poem GeneratorCode0
GPT Deciphering Fedspeak: Quantifying Dissent Among Hawks and DovesCode0
A Comparative Study of Training Objectives for Clarification Facet GenerationCode0
Go Back in Time: Generating Flashbacks in Stories with Event Temporal PromptsCode0
Anomaly Detection With Multiple-Hypotheses PredictionsCode0
GM Score: Incorporating inter-class and intra-class generator diversity, discriminability of disentangled representation, and sample fidelity for evaluating GANsCode0
GOT-10k: A Large High-Diversity Benchmark for Generic Object Tracking in the WildCode0
Gradient Estimators for Implicit ModelsCode0
Global News Synchrony and Diversity During the Start of the COVID-19 PandemicCode0
A Comparative Study of Question Answering over Knowledge BasesCode0
GlyphGAN: Style-Consistent Font Generation Based on Generative Adversarial NetworksCode0
Anomaly Detection in Video Sequence with Appearance-Motion CorrespondenceCode0
Global Counterfactual DirectionsCode0
Semi-Discriminative Representation Loss for Online Continual LearningCode0
Anomaly-aware multiple instance learning for rare anemia disorder classificationCode0
Problematic Tokens: Tokenizer Bias in Large Language ModelsCode0
GMM-UNIT: Unsupervised Multi-Domain and Multi-Modal Image-to-Image Translation via Attribute Gaussian Mixture ModelingCode0
Gram-Elites: N-Gram Based Quality-Diversity SearchCode0
GiantHunter: Accurate detection of giant virus in metagenomic data using reinforcement-learning and Monte Carlo tree searchCode0
Annotator-Centric Active Learning for Subjective NLP TasksCode0
GFlowNets and variational inferenceCode0
GEP-PG: Decoupling Exploration and Exploitation in Deep Reinforcement Learning AlgorithmsCode0
Genetic Algorithm with Innovative Chromosome Patterns in the Breeding ProcessCode0
GenZSL: Generative Zero-Shot Learning Via Inductive Variational AutoencoderCode0
Generative Monoculture in Large Language ModelsCode0
Annotating and Characterizing Clinical Sentences with Explicit Why-QA CuesCode0
Graph-guided Architecture Search for Real-time Semantic SegmentationCode0
High-dimensional Assisted Generative Model for Color Image RestorationCode0
Bridging the Gap between Training and Inference: Multi-Candidate Optimization for Diverse Neural Machine TranslationCode0
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