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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 1151–1200 of 9051 papers

TitleStatusHype
TPLogAD: Unsupervised Log Anomaly Detection Based on Event Templates and Key Parameters—0
Is there a robust effect of mainland mutualism rates on species richness of oceanic islands?Code0
Reconciling Semantic Controllability and Diversity for Remote Sensing Image Synthesis with Hybrid Semantic Embedding—0
The 1st Workshop on Human-Centered Recommender Systems—0
Brain-Computer Interfaces for Emotional Regulation in Patients with Various Disorders—0
FastGrasp: Efficient Grasp Synthesis with DiffusionCode1
Which Channel in 6G, Low-rank or Full-rank, more needs RIS from a Perspective of DoF?—0
Open Challenges in the Formal Verification of Autonomous Driving—0
From RNNs to Foundation Models: An Empirical Study on Commercial Building Energy Consumption—0
Out-Of-Distribution Detection with Diversification (Provably)Code0
On the Fairness, Diversity and Reliability of Text-to-Image Generative Models—0
Find Any Part in 3DCode2
Unification of Balti and trans-border sister dialects in the essence of LLMs and AI Technology—0
Identity Preserving 3D Head Stylization with Multiview Score Distillation—0
LIMBA: An Open-Source Framework for the Preservation and Valorization of Low-Resource Languages using Generative Models—0
Utilizing Large Language Models to Synthesize Product Desirability Datasets—0
Exploring Non-Linear Effects of Built Environment on Travel Using an Integrated Machine Learning and Inferential Modeling Approach: A Three-Wave Repeated Cross-Sectional Study—0
NPGPT: Natural Product-Like Compound Generation with GPT-based Chemical Language ModelsCode1
Preference-Conditioned Gradient Variations for Multi-Objective Quality-Diversity—0
CodeXEmbed: A Generalist Embedding Model Family for Multiligual and Multi-task Code Retrieval—0
Low-resource Machine Translation: what for? who for? An observational study on a dedicated Tetun language translation service—0
Higher Order Graph Attention Probabilistic Walk Networks—0
Controlling Diversity at Inference: Guiding Diffusion Recommender Models with Targeted Category PreferencesCode0
The ADUULM-360 Dataset -- A Multi-Modal Dataset for Depth Estimation in Adverse WeatherCode0
Causal Effect of Group Diversity on Redundancy and Coverage in Peer-Reviewing—0
F^3OCUS -- Federated Finetuning of Vision-Language Foundation Models with Optimal Client Layer Updating Strategy via Multi-objective Meta-Heuristics—0
ModeSeq: Taming Sparse Multimodal Motion Prediction with Sequential Mode Modeling—0
SRA-MCTS: Self-driven Reasoning Augmentation with Monte Carlo Tree Search for Code GenerationCode1
Wafer Map Defect Classification Using Autoencoder-Based Data Augmentation and Convolutional Neural Network—0
BackdoorMBTI: A Backdoor Learning Multimodal Benchmark Tool Kit for Backdoor Defense EvaluationCode1
Retinal Vessel Segmentation via Neuron Programming—0
Affine Frequency Division Multiplexing with Index Modulation: Full Diversity Condition, Performance Analysis, and Low-Complexity Detection—0
Being Considerate as a Pathway Towards Pluralistic Alignment for Agentic AI—0
Large Language Models as User-Agents for Evaluating Task-Oriented-Dialogue Systems—0
Melanoma Detection with Uncertainty Quantification—0
The Surprising Ineffectiveness of Pre-Trained Visual Representations for Model-Based Reinforcement Learning—0
Entropy and type-token ratio in gigaword corpora—0
Iterative Batch Reinforcement Learning via Safe Diversified Model-based Policy Search—0
Adaptively Augmented Consistency Learning: A Semi-supervised Segmentation Framework for Remote Sensing—0
Quantity versus Diversity: Influence of Data on Detecting EEG Pathology with Advanced ML Models—0
Multi-Perspective Stance DetectionCode0
CorrSynth -- A Correlated Sampling Method for Diverse Dataset Generation from LLMs—0
A Preview of XiYan-SQL: A Multi-Generator Ensemble Framework for Text-to-SQLCode4
Graph Neural Network Generalization with Gaussian Mixture Model Based Augmentation—0
PerceiverS: A Multi-Scale Perceiver with Effective Segmentation for Long-Term Expressive Symbolic Music Generation—0
Study on Inter and Intra Speaker Variability in Speaker Recognition—0
Fair Summarization: Bridging Quality and Diversity in Extractive SummariesCode0
Top-nσ: Not All Logits Are You Need—0
Integrating Chaotic Evolutionary and Local Search Techniques in Decision Space for Enhanced Evolutionary Multi-Objective Optimization—0
Mix from Failure: Confusion-Pairing Mixup for Long-Tailed Recognition—0
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