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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 1401–1450 of 9051 papers

TitleStatusHype
DDIL: Diversity Enhancing Diffusion Distillation With Imitation Learning—0
Personas with Attitudes: Controlling LLMs for Diverse Data AnnotationCode0
Enhancing Assamese NLP Capabilities: Introducing a Centralized Dataset RepositoryCode0
Cross-Dataset Generalization in Deep Learning—0
Dual-Teacher Ensemble Models with Double-Copy-Paste for 3D Semi-Supervised Medical Image SegmentationCode0
Hairmony: Fairness-aware hairstyle classification—0
Encoding architecture algebra—0
YOLO-ELA: Efficient Local Attention Modeling for High-Performance Real-Time Insulator Defect Detection—0
Unveiling the Mystery of Visual Attributes of Concrete and Abstract Concepts: Variability, Nearest Neighbors, and Challenging CategoriesCode0
FedCCRL: Federated Domain Generalization with Cross-Client Representation LearningCode0
Improving Bias in Facial Attribute Classification: A Combined Impact of KL Divergence induced Loss Function and Dual Attention—0
PSVMA+: Exploring Multi-granularity Semantic-visual Adaption for Generalized Zero-shot Learning—0
Understanding Likelihood Over-optimisation in Direct Alignment Algorithms—0
Cultural Heritage 3D Reconstruction with Diffusion NetworksCode0
3D-Prover: Diversity Driven Theorem Proving With Determinantal Point Processes—0
Automated Filtering of Human Feedback Data for Aligning Text-to-Image Diffusion ModelsCode0
TrajDiffuse: A Conditional Diffusion Model for Environment-Aware Trajectory PredictionCode1
DrivingDojo Dataset: Advancing Interactive and Knowledge-Enriched Driving World Model—0
Diversity-Aware Reinforcement Learning for de novo Drug Design—0
Class Balancing Diversity Multimodal Ensemble for Alzheimer's Disease Diagnosis and Early Detection—0
Adaptive Diffusion Terrain Generator for Autonomous Uneven Terrain NavigationCode1
Single Ground Truth Is Not Enough: Add Linguistic Variability to Aspect-based Sentiment Analysis Evaluation—0
Towards the Synthesis of Non-speech Vocalizations—0
VLFeedback: A Large-Scale AI Feedback Dataset for Large Vision-Language Models Alignment—0
Hybrid Training Approaches for LLMs: Leveraging Real and Synthetic Data to Enhance Model Performance in Domain-Specific Applications—0
SimpleStrat: Diversifying Language Model Generation with Stratification—0
AdvDiffuser: Generating Adversarial Safety-Critical Driving Scenarios via Guided Diffusion—0
Kaleidoscope: Learnable Masks for Heterogeneous Multi-agent Reinforcement LearningCode1
Synth-SONAR: Sonar Image Synthesis with Enhanced Diversity and Realism via Dual Diffusion Models and GPT PromptingCode1
DeltaDQ: Ultra-High Delta Compression for Fine-Tuned LLMs via Group-wise Dropout and Separate Quantization—0
UniGlyph: A Seven-Segment Script for Universal Language Representation—0
Diversity of Thought Elicits Stronger Reasoning Capabilities in Multi-Agent Debate Frameworks—0
Human Stone Toolmaking Action Grammar (HSTAG): A Challenging Benchmark for Fine-grained Motor Behavior Recognition—0
Avoiding mode collapse in diffusion models fine-tuned with reinforcement learning—0
HARIVO: Harnessing Text-to-Image Models for Video Generation—0
Test-Time Intensity Consistency Adaptation for Shadow Detection—0
LADIMO: Face Morph Generation through Biometric Template Inversion with Latent DiffusionCode0
On the Evaluation of Generative Robotic Simulations—0
From Exploration to Mastery: Enabling LLMs to Master Tools via Self-Driven InteractionsCode2
A Closer Look at Machine Unlearning for Large Language ModelsCode1
Towards Quantifying The Privacy Of Redacted Text—0
Capturing Bias Diversity in LLMs—0
Improving Data Efficiency via Curating LLM-Driven Rating Systems—0
3D2M Dataset: A 3-Dimension diverse Mesh DatasetCode0
Cooperative UAV-Relay based Satellite Aerial Ground Integrated Networks—0
Cost-Effective Cyber-Physical System Prototype for Precision Agriculture with a Focus on Crop Growth—0
RIS-Assisted D2D Communication in the Presence of Interference: Outage Performance Analysis and DNN-Based Prediction—0
OmniPose6D: Towards Short-Term Object Pose Tracking in Dynamic Scenes from Monocular RGB—0
Understanding Model Ensemble in Transferable Adversarial Attack—0
Bahasa Harmony: A Comprehensive Dataset for Bahasa Text-to-Speech Synthesis with Discrete Codec Modeling of EnGen-TTS—0
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