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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

Showing 19011950 of 9051 papers

TitleStatusHype
Are Large Language Models Capable of Generating Human-Level Narratives?Code1
Sharpness-diversity tradeoff: improving flat ensembles with SharpBalance0
The Fabrication of Reality and Fantasy: Scene Generation with LLM-Assisted Prompt Interpretation0
Semantic-Aware Representation of Multi-Modal Data for Data Ingress: A Literature Review0
Conditional Quantile Estimation for Uncertain Watch Time in Short-Video RecommendationCode0
On Diversity in Discriminative Neural Networks0
VoxBlink2: A 100K+ Speaker Recognition Corpus and the Open-Set Speaker-Identification BenchmarkCode5
RIS-Assisted High Resolution Radar Sensing0
Learning Semantic Latent Directions for Accurate and Controllable Human Motion PredictionCode1
Better RAG using Relevant Information GainCode0
AU-vMAE: Knowledge-Guide Action Units Detection via Video Masked Autoencoder0
CIC-BART-SSA: Controllable Image Captioning with Structured Semantic AugmentationCode0
Data-Juicer Sandbox: A Comprehensive Suite for Multimodal Data-Model Co-development0
Repurformer: Transformers for Repurposing-Aware Molecule Generation0
CCVA-FL: Cross-Client Variations Adaptive Federated Learning for Medical Imaging0
Don't Throw Away Data: Better Sequence Knowledge Distillation0
Domain Generalization for 6D Pose Estimation Through NeRF-based Image Synthesis0
Omni-Dimensional Frequency Learner for General Time Series Analysis0
DiffStega: Towards Universal Training-Free Coverless Image Steganography with Diffusion ModelsCode1
Towards Enhanced Classification of Abnormal Lung sound in Multi-breath: A Light Weight Multi-label and Multi-head Attention Classification Method0
Visual Prompt Selection for In-Context Learning SegmentationCode1
Research Experience of an Undergraduate Student in Computer Vision and Robotics0
Cohesive Conversations: Enhancing Authenticity in Multi-Agent Simulated Dialogues0
MaskMoE: Boosting Token-Level Learning via Routing Mask in Mixture-of-ExpertsCode0
Popular News Always Compete for the User's Attention! POPK: Mitigating Popularity Bias via a Temporal-Counterfactual0
Graph Transformers: A Survey0
Layout-and-Retouch: A Dual-stage Framework for Improving Diversity in Personalized Image Generation0
How Chinese are Chinese Language Models? The Puzzling Lack of Language Policy in China's LLMs0
Local Optima in Diversity Optimization: Non-trivial Offspring Population is Essential0
HUP-3D: A 3D multi-view synthetic dataset for assisted-egocentric hand-ultrasound pose estimation0
PersonificationNet: Making customized subject act like a person0
Segmenting Medical Images with Limited DataCode0
UserBoost: Generating User-specific Synthetic Data for Faster Enrolment into Behavioural Biometric Systems0
Estimation of Distribution Algorithms with Matrix Transpose in Bayesian Learning0
FedMedICL: Towards Holistic Evaluation of Distribution Shifts in Federated Medical ImagingCode1
Uncovering Semantics and Topics Utilized by Threat Actors to Deliver Malicious Attachments and URLs0
Enrich the content of the image Using Context-Aware Copy Paste0
Controlling the Fidelity and Diversity of Deep Generative Models via Pseudo Density0
On the Universal Truthfulness Hyperplane Inside LLMsCode0
Generalized Face Anti-spoofing via Finer Domain Partition and Disentangling Liveness-irrelevant FactorsCode0
An Unsupervised Domain Adaptation Method for Locating Manipulated Region in partially fake Audio0
Position: Measure Dataset Diversity, Don't Just Claim It0
Autoregressive Speech Synthesis without Vector Quantization0
A 'MAP' to find high-performing soft robot designs: Traversing complex design spaces using MAP-elites and Topology Optimization0
Unity in Diversity: Multi-expert Knowledge Confrontation and Collaboration for Generalizable Vehicle Re-identification0
Dual-stage Hyperspectral Image Classification Model with Spectral SupertokenCode1
Secondary Structure-Guided Novel Protein Sequence Generation with Latent Graph DiffusionCode1
Feasibility Study on Active Learning of Smart Surrogates for Scientific Simulations0
Quality Diversity for Robot Learning: Limitations and Future Directions0
Remastering Divide and Remaster: A Cinematic Audio Source Separation Dataset with Multilingual SupportCode1
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