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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 2851–2900 of 9051 papers

TitleStatusHype
AdvDiffuser: Generating Adversarial Safety-Critical Driving Scenarios via Guided Diffusion—0
DeltaDQ: Ultra-High Delta Compression for Fine-Tuned LLMs via Group-wise Dropout and Separate Quantization—0
SimpleStrat: Diversifying Language Model Generation with Stratification—0
Human Stone Toolmaking Action Grammar (HSTAG): A Challenging Benchmark for Fine-grained Motor Behavior Recognition—0
HARIVO: Harnessing Text-to-Image Models for Video Generation—0
Diversity of Thought Elicits Stronger Reasoning Capabilities in Multi-Agent Debate Frameworks—0
Test-Time Intensity Consistency Adaptation for Shadow Detection—0
LADIMO: Face Morph Generation through Biometric Template Inversion with Latent DiffusionCode0
Towards Quantifying The Privacy Of Redacted Text—0
On the Evaluation of Generative Robotic Simulations—0
Avoiding mode collapse in diffusion models fine-tuned with reinforcement learning—0
Cost-Effective Cyber-Physical System Prototype for Precision Agriculture with a Focus on Crop Growth—0
Cooperative UAV-Relay based Satellite Aerial Ground Integrated Networks—0
Improving Data Efficiency via Curating LLM-Driven Rating Systems—0
RIS-Assisted D2D Communication in the Presence of Interference: Outage Performance Analysis and DNN-Based Prediction—0
Capturing Bias Diversity in LLMs—0
OmniPose6D: Towards Short-Term Object Pose Tracking in Dynamic Scenes from Monocular RGB—0
3D2M Dataset: A 3-Dimension diverse Mesh DatasetCode0
Bahasa Harmony: A Comprehensive Dataset for Bahasa Text-to-Speech Synthesis with Discrete Codec Modeling of EnGen-TTS—0
Understanding Model Ensemble in Transferable Adversarial Attack—0
Emergent properties with repeated examples—0
Sparse Repellency for Shielded Generation in Text-to-image Diffusion Models—0
Does RoBERTa Perform Better than BERT in Continual Learning: An Attention Sink PerspectiveCode0
Diversity-Rewarded CFG Distillation—0
Diversity and Inclusion Index with Networks and Similarity: Analysis and its Application—0
Quality Diversity Imitation Learning—0
On the Modeling Capabilities of Large Language Models for Sequential Decision Making—0
Fill In The Gaps: Model Calibration and Generalization with Synthetic Data—0
Task Diversity Shortens the ICL PlateauCode0
Only-IF:Revealing the Decisive Effect of Instruction Diversity on Generalization—0
Studying and Mitigating Biases in Sign Language Understanding Models—0
Knowledge Graph Based Agent for Complex, Knowledge-Intensive QA in Medicine—0
Presto! Distilling Steps and Layers for Accelerating Music Generation—0
Empowering Backbone Models for Visual Text Generation with Input Granularity Control and Glyph-Aware Training—0
Dynamic Post-Hoc Neural Ensemblers—0
Decoding MIE: A Novel Dataset Approach Using Topic Extraction and Affiliation ParsingCode0
Towards Effective Counter-Responses: Aligning Human Preferences with Strategies to Combat Online TrollingCode0
Large Language Models can Achieve Social Balance—0
Improving Distribution Alignment with Diversity-based Sampling—0
AutoLoRA: AutoGuidance Meets Low-Rank Adaptation for Diffusion ModelsCode0
LLM-TOPLA: Efficient LLM Ensemble by Maximising DiversityCode0
PersoBench: Benchmarking Personalized Response Generation in Large Language ModelsCode0
Multi-Dialect Vietnamese: Task, Dataset, Baseline Models and ChallengesCode0
Can LLMs Generate Diverse Molecules? Towards Alignment with Structural Diversity—0
Can Language Models Reason about Individualistic Human Values and Preferences?—0
Text-guided Diffusion Model for 3D Molecule Generation—0
Scaling Parameter-Constrained Language Models with Quality Data—0
Deliberate Reasoning for LLMs as Structure-aware Planning with Accurate World Model—0
Multilingual Topic Classification in X: Dataset and Analysis—0
Correlation and Navigation in the Vocabulary Key Representation Space of Language ModelsCode0
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