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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 3101–3150 of 9051 papers

TitleStatusHype
Is Functional Correctness Enough to Evaluate Code Language Models? Exploring Diversity of Generated CodesCode0
MergeUp-augmented Semi-Weakly Supervised Learning for WSI Classification—0
Transforming Location Retrieval at Airbnb: A Journey from Heuristics to Reinforcement Learning—0
Quality or Quantity? On Data Scale and Diversity in Adapting Large Language Models for Low-Resource Translation—0
Multi-Task Curriculum Graph Contrastive Learning with Clustering Entropy Guidance—0
SQL-GEN: Bridging the Dialect Gap for Text-to-SQL Via Synthetic Data And Model Merging—0
DLCRec: A Novel Approach for Managing Diversity in LLM-Based Recommender SystemsCode0
HiFAKES: High-frequency synthetic appliance signatures generator for non-intrusive load monitoring—0
Disentangled Structural and Featural Representation for Task-Agnostic Graph Valuation—0
MakeupAttack: Feature Space Black-box Backdoor Attack on Face Recognition via Makeup TransferCode0
Transformers are Minimax Optimal Nonparametric In-Context Learners—0
Lookism: The overlooked bias in computer vision—0
SynPlay: Importing Real-world Diversity for a Synthetic Human Dataset—0
LAHAJA: A Robust Multi-accent Benchmark for Evaluating Hindi ASR SystemsCode0
Cause-Aware Empathetic Response Generation via Chain-of-Thought Fine-Tuning—0
CARLA Drone: Monocular 3D Object Detection from a Different Perspective—0
Compress Guidance in Conditional Diffusion Sampling—0
Mechanics promotes coherence in heterogeneous active media—0
MAPLE: Enhancing Review Generation with Multi-Aspect Prompt LEarning in Explainable Recommendation—0
Diversity and stylization of the contemporary user-generated visual arts in the complexity-entropy plane—0
DELIA: Diversity-Enhanced Learning for Instruction Adaptation in Large Language Models—0
GANPrompt: Enhancing Robustness in LLM-Based Recommendations with GAN-Enhanced Diversity Prompts—0
Debiased Contrastive Representation Learning for Mitigating Dual Biases in Recommender Systems—0
Threshold Filtering Packing for Supervised Fine-Tuning: Training Related Samples within Packs—0
Generating Automatically Print/Scan Textures for Morphing Attack Detection ApplicationsCode0
AnomalyFactory: Regard Anomaly Generation as Unsupervised Anomaly Localization—0
Ancestral Reinforcement Learning: Unifying Zeroth-Order Optimization and Genetic Algorithms for Reinforcement Learning—0
Reference-Guided Verdict: LLMs-as-Judges in Automatic Evaluation of Free-Form Text—0
Constructing Domain-Specific Evaluation Sets for LLM-as-a-judge—0
PEDAL: Enhancing Greedy Decoding with Large Language Models using Diverse Exemplars—0
Historical Printed Ornaments: Dataset and Tasks—0
BnSentMix: A Diverse Bengali-English Code-Mixed Dataset for Sentiment Analysis—0
When Prompting Fails to Sway: Inertia in Moral and Value Judgments of Large Language ModelsCode0
Accelerated Image-Aware Generative Diffusion Modeling—0
Confidence-weighted integration of human and machine judgments for superior decision-makingCode0
ScalingFilter: Assessing Data Quality through Inverse Utilization of Scaling Laws—0
EXPLAIN, AGREE, LEARN: Scaling Learning for Neural Probabilistic Logic—0
DIVE: Towards Descriptive and Diverse Visual Commonsense GenerationCode0
Online Behavior Modification for Expressive User Control of RL-Trained Robots—0
DATTA: Towards Diversity Adaptive Test-Time Adaptation in Dynamic Wild World—0
Coordinated Spectral Efficiency Prediction for Real-World 5G CoMP Systems—0
A systematic dataset generation technique applied to data-driven automotive aerodynamics—0
Unsupervised Stereo Matching Network For VHR Remote Sensing Images Based On Error PredictionCode0
Novel Methods for Analyzing Cellular Interactions in Deep Learning-Based Image Cytometry: Spatial Interaction Potential and Co-Localization Index—0
Leveraging Perceptual Scores for Dataset Pruning in Computer Vision Tasks—0
Large Language Models Know What Makes Exemplary Contexts—0
Chirped DFT-s-OFDM: A new single-carrier waveform with enhanced LMMSE noise suppression—0
Hybrid SD: Edge-Cloud Collaborative Inference for Stable Diffusion Models—0
On a Scale-Invariant Approach to Bundle Recommendations in Candy Crush Saga—0
Diversity Empowers Intelligence: Integrating Expertise of Software Engineering Agents—0
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