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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 3901–3950 of 9051 papers

TitleStatusHype
Uncertainty-Based Extensible Codebook for Discrete Federated Learning in Heterogeneous Data SilosCode0
DOZE: A Dataset for Open-Vocabulary Zero-Shot Object Navigation in Dynamic Environments—0
A minimal model of pan-immunity maintenance by horizontal gene transfer in the ecological dynamics of bacteria and phages—0
Autoencoder-based General Purpose Representation Learning for Customer Embedding—0
TroubleLLM: Align to Red Team Expert—0
Priority Sampling of Large Language Models for Compilers—0
RORA: Robust Free-Text Rationale EvaluationCode0
Multi-FAct: Assessing Factuality of Multilingual LLMs using FActScoreCode0
Ensemble Methodology:Innovations in Credit Default Prediction Using LightGBM, XGBoost, and LocalEnsemble—0
Social Intelligence Data Infrastructure: Structuring the Present and Navigating the Future—0
OccTransformer: Improving BEVFormer for 3D camera-only occupancy prediction—0
Federated Learning for Estimating Heterogeneous Treatment Effects—0
Context-based and Diversity-driven Specificity in Compositional Zero-Shot Learning—0
SoFA: Shielded On-the-fly Alignment via Priority Rule FollowingCode0
Image-Text Matching with Multi-View Attention—0
RECOST: External Knowledge Guided Data-efficient Instruction Tuning—0
Mitigating Distributional Shift in Semantic Segmentation via Uncertainty Estimation from Unlabelled Data—0
DivAvatar: Diverse 3D Avatar Generation with a Single Prompt—0
RISAR: RIS-assisted Human Activity Recognition with Commercial Wi-Fi Devices—0
TrustMol: Trustworthy Inverse Molecular Design via Alignment with Molecular Dynamics—0
Against Filter Bubbles: Diversified Music Recommendation via Weighted Hypergraph Embedding Learning—0
Topic-to-essay generation with knowledge-based content selection—0
Rainbow Teaming: Open-Ended Generation of Diverse Adversarial Prompts—0
DiffuCOMET: Contextual Commonsense Knowledge DiffusionCode0
On Languaging a Simulation Engine—0
Finding Near-Optimal Portfolios With Quality-Diversity—0
ASEM: Enhancing Empathy in Chatbot through Attention-based Sentiment and Emotion ModelingCode0
Pfeed: Generating near real-time personalized feeds using precomputed embedding similarities—0
Hands-Free VR—0
Fine-Tuning of Continuous-Time Diffusion Models as Entropy-Regularized Control—0
Fine-Grained Detoxification via Instance-Level Prefixes for Large Language ModelsCode0
CloChat: Understanding How People Customize, Interact, and Experience Personas in Large Language Models—0
Ten computational challenges in human virome studies—0
Filter Bubble or Homogenization? Disentangling the Long-Term Effects of Recommendations on User Consumption Patterns—0
DiffuSolve: Diffusion-based Solver for Non-convex Trajectory Optimization—0
Beyond Simple Averaging: Improving NLP Ensemble Performance with Topological-Data-Analysis-Based Weighting—0
PolyNet: Learning Diverse Solution Strategies for Neural Combinatorial Optimization—0
Can One Embedding Fit All? A Multi-Interest Learning Paradigm Towards Improving User Interest Diversity Fairness—0
Diversity-Aware k-Maximum Inner Product Search Revisited—0
Se^2: Sequential Example Selection for In-Context Learning—0
WhaleNet: a Novel Deep Learning Architecture for Marine Mammals Vocalizations on Watkins Marine Mammal Sound DatabaseCode0
GumbelSoft: Diversified Language Model Watermarking via the GumbelMax-trickCode0
NeRF Solves Undersampled MRI Reconstruction—0
Robust Model Predictive Control for nonlinear discrete-time systems using iterative time-varying constraint tightening—0
Evolving AI Collectives to Enhance Human Diversity and Enable Self-Regulation—0
IRR: Image Review Ranking Framework for Evaluating Vision-Language Models—0
Parallel Structures in Pre-training Data Yield In-Context LearningCode0
Heterogeneity-aware Cross-school Electives Recommendation: a Hybrid Federated Approach—0
HEAL: Brain-inspired Hyperdimensional Efficient Active Learning—0
MONAL: Model Autophagy Analysis for Modeling Human-AI Interactions—0
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