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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
Randomness Is All You Need: Semantic Traversal of Problem-Solution Spaces with Large Language ModelsCode0
SPHINX-X: Scaling Data and Parameters for a Family of Multi-modal Large Language ModelsCode7
QGFN: Controllable Greediness with Action ValuesCode1
AlphaFold Meets Flow Matching for Generating Protein EnsemblesCode4
On Provable Length and Compositional GeneralizationCode0
Learning Diverse Policies with Soft Self-Generated Guidance—0
Beyond Answers: Transferring Reasoning Capabilities to Smaller LLMs Using Multi-Teacher Knowledge DistillationCode0
Multimodal Query Suggestion with Multi-Agent Reinforcement Learning from Human Feedback—0
Conversational Assistants in Knowledge-Intensive Contexts: An Evaluation of LLM- versus Intent-based Systems—0
Advancing Video Anomaly Detection: A Concise Review and a New Dataset—0
SALAD-Bench: A Hierarchical and Comprehensive Safety Benchmark for Large Language ModelsCode2
What is "Typological Diversity" in NLP?Code0
AdaFlow: Imitation Learning with Variance-Adaptive Flow-Based PoliciesCode2
INSIDE: LLMs' Internal States Retain the Power of Hallucination DetectionCode1
Learning immune receptor representations with protein language models—0
On Practical Diversified Recommendation with Controllable Category Diversity FrameworkCode0
Improved Generalization of Weight Space Networks via AugmentationsCode0
Embedding Large Language Models into Extended Reality: Opportunities and Challenges for Inclusion, Engagement, and Privacy—0
Controllable Diverse Sampling for Diffusion Based Motion Behavior Forecasting—0
Multi-class Road Defect Detection and Segmentation using Spatial and Channel-wise Attention for Autonomous Road Repairing—0
Partially Recentralization Softmax Loss for Vision-Language Models Robustness—0
SISP: A Benchmark Dataset for Fine-grained Ship Instance Segmentation in Panchromatic Satellite ImagesCode1
Avoiding an AI-imposed Taylor's Version of all music history—0
LB-KBQA: Large-language-model and BERT based Knowledge-Based Question and Answering System—0
Linguistic features for sentence difficulty prediction in ABSA—0
"Define Your Terms" : Enhancing Efficient Offensive Speech Classification with DefinitionCode0
Retrieval-Augmented Score Distillation for Text-to-3D GenerationCode2
Training-Free Consistent Text-to-Image GenerationCode2
Diversity Measurement and Subset Selection for Instruction Tuning Datasets—0
FAS-assisted Wireless Powered Communication Systems—0
Grammar-based evolutionary approach for automated workflow composition with domain-specific operators and ensemble diversity—0
A Survey of Constraint Formulations in Safe Reinforcement Learning—0
The effect of diversity on group decision-makingCode0
Can Shape-Infused Joint Embeddings Improve Image-Conditioned 3D Diffusion?—0
FedShift: Tackling Dual Heterogeneity Problem of Federated Learning via Weight Shift Aggregation—0
An Empirical Analysis of Diversity in Argument Summarization—0
BehAVE: Behaviour Alignment of Video Game EncodingsCode1
AccentFold: A Journey through African Accents for Zero-Shot ASR Adaptation to Target Accents—0
A fast density peak clustering based particle swarm optimizer for dynamic optimization—0
Evolutionary Algorithms Simulating Molecular Evolution: A New Field Proposal—0
IMUGPT 2.0: Language-Based Cross Modality Transfer for Sensor-Based Human Activity RecognitionCode1
Diverse Explanations From Data-Driven and Domain-Driven Perspectives in the Physical SciencesCode0
Bias in Opinion Summarisation from Pre-training to Adaptation: A Case Study in Political Bias—0
SCO-VIST: Social Interaction Commonsense Knowledge-based Visual Storytelling—0
Dual-Student Knowledge Distillation Networks for Unsupervised Anomaly Detection—0
LLM Voting: Human Choices and AI Collective Decision MakingCode1
SPECTRUM: Speaker-Enhanced Pre-Training for Long Dialogue Summarization—0
Topology-Aware Latent Diffusion for 3D Shape Generation—0
LongAlign: A Recipe for Long Context Alignment of Large Language ModelsCode3
Large Language Models for Mathematical Reasoning: Progresses and Challenges—0
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