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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 1601–1650 of 9051 papers

TitleStatusHype
Sparse Regression Codes exploit Multi-User Diversity without CSI—0
Mixture of Experts in Large Language Models—0
Step-wise Policy for Rare-tool Knowledge (SPaRK): Offline RL that Drives Diverse Tool Use in LLMsCode0
Turning the Tide: Repository-based Code Reflection—0
A Survey on Long-Video Storytelling Generation: Architectures, Consistency, and Cinematic Quality—0
MS-DPPs: Multi-Source Determinantal Point Processes for Contextual Diversity Refinement of Composite Attributes in Text to Image RetrievalCode0
MEDTalk: Multimodal Controlled 3D Facial Animation with Dynamic Emotions by Disentangled Embedding—0
AdaptaGen: Domain-Specific Image Generation through Hierarchical Semantic Optimization Framework—0
LumiCRS: Asymmetric Contrastive Prototype Learning for Long-Tail Conversational Movie Recommendation—0
CTR-Guided Generative Query Suggestion in Conversational Search—0
3D Shape Generation: A Survey—0
Advancements and Challenges in Continual Reinforcement Learning: A Comprehensive Review—0
A Hierarchical Deep Learning Approach for Minority Instrument DetectionCode0
Efficient Skill Discovery via Regret-Aware Optimization—0
How Good Are Synthetic Requirements ? Evaluating LLM-Generated Datasets for AI4RECode0
OmniEval: A Benchmark for Evaluating Omni-modal Models with Visual, Auditory, and Textual Inputs—0
From On-chain to Macro: Assessing the Importance of Data Source Diversity in Cryptocurrency Market ForecastingCode0
Why Do Open-Source LLMs Struggle with Data Analysis? A Systematic Empirical Study—0
What Matters in LLM-generated Data: Diversity and Its Effect on Model Fine-Tuning—0
Cross-Layer Discrete Concept Discovery for Interpreting Language Models—0
Automated Generation of Diverse Courses of Actions for Multi-Agent Operations using Binary Optimization and Graph Learning—0
AdapThink: Adaptive Thinking Preferences for Reasoning Language Model—0
Benchmarking histopathology foundation models in a multi-center dataset for skin cancer subtypingCode0
Statistical Multicriteria Evaluation of LLM-Generated TextCode0
PlanMoGPT: Flow-Enhanced Progressive Planning for Text to Motion Synthesis—0
Perceptual Rationality: An Evolutionary Game Theory of Perceptually Rational Decision-Making—0
Rethinking Ecological Measures Of Functional Diversity—0
AI's Blind Spots: Geographic Knowledge and Diversity Deficit in Generated Urban Scenario—0
Towards Advanced Mathematical Reasoning for LLMs via First-Order Logic Theorem Proving—0
Dex1B: Learning with 1B Demonstrations for Dexterous Manipulation—0
State-Space Models in Efficient Whispered and Multi-dialect Speech Recognition—0
Beyond Blur: A Fluid Perspective on Generative Diffusion Models—0
Automatic Speech Recognition Biases in Newcastle English: an Error Analysis—0
Active Learning-Guided Seq2Seq Variational Autoencoder for Multi-target Inhibitor Generation—0
AlphaDecay: Module-wise Weight Decay for Heavy-Tailed Balancing in LLMsCode0
orGAN: A Synthetic Data Augmentation Pipeline for Simultaneous Generation of Surgical Images and Ground Truth Labels—0
M2BeamLLM: Multimodal Sensing-empowered mmWave Beam Prediction with Large Language Models—0
Structured and Informed Probabilistic Modeling with the Thermodynamic Kolmogorov-Arnold ModelCode0
Micro-macro Gaussian Splatting with Enhanced Scalability for Unconstrained Scene ReconstructionCode0
GreedyPrune: Retenting Critical Visual Token Set for Large Vision Language Models—0
Dive3D: Diverse Distillation-based Text-to-3D Generation via Score Implicit Matching—0
What Matters in Learning from Large-Scale Datasets for Robot Manipulation—0
IKDiffuser: A Generative Inverse Kinematics Solver for Multi-arm Robots via Diffusion Model—0
Graph-Convolutional-Beta-VAE for Synthetic Abdominal Aorta Aneurysm Generation—0
Efficient Medical VIE via Reinforcement Learning—0
Mitigating Safety Fallback in Editing-based Backdoor Injection on LLMsCode0
High Socioeconomic Status is Associated with Diverse Consumption across Brands and Price Levels—0
Investigating the interaction of linguistic and mathematical reasoning in language models using multilingual number puzzles—0
Polymorphism Crystal Structure Prediction with Adaptive Space Group Diversity ControlCode0
Optimus-3: Towards Generalist Multimodal Minecraft Agents with Scalable Task Experts—0
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