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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 1701–1750 of 9051 papers

TitleStatusHype
Facts are Harder Than Opinions -- A Multilingual, Comparative Analysis of LLM-Based Fact-Checking Reliability—0
On the Performance of Pinching-Antenna Systems (PASS) with Orthogonal and Non-Orthogonal Multiple Access—0
GAdaBoost: An Efficient and Robust AdaBoost Algorithm Based on Granular-Ball Structure—0
Advancing Decoding Strategies: Enhancements in Locally Typical Sampling for LLMs—0
Generating Diverse Challenging Terrains for Legged Robots Using Quality-Diversity Algorithm—0
Trajectory First: A Curriculum for Discovering Diverse Policies—0
Bregman Centroid Guided Cross-Entropy Method—0
Cross-Lingual Transfer of Cultural Knowledge: An Asymmetric Phenomenon—0
An Empirical Study of Group Conformity in Multi-Agent Systems—0
Evaluating the Unseen Capabilities: How Many Theorems Do LLMs Know?—0
Quantifying and Reducing Speaker Heterogeneity within the Common Voice Corpus for Phonetic Analysis—0
BASIL: Best-Action Symbolic Interpretable Learning for Evolving Compact RL Policies—0
From Macro to Micro: Probing Dataset Diversity in Language Model Fine-Tuning—0
Rehearsal with Auxiliary-Informed Sampling for Audio Deepfake DetectionCode0
A Reward-driven Automated Webshell Malicious-code Generator for Red-teaming—0
HESEIA: A community-based dataset for evaluating social biases in large language models, co-designed in real school settings in Latin America—0
TRIDENT: Enhancing Large Language Model Safety with Tri-Dimensional Diversified Red-Teaming Data SynthesisCode0
Reading Recognition in the Wild—0
A note on the Diversity Owen values—0
Soft Reasoning: Navigating Solution Spaces in Large Language Models through Controlled Embedding Exploration—0
Randomized Dimensionality Reduction for Euclidean Maximization and Diversity Measures—0
D2AF: A Dual-Driven Annotation and Filtering Framework for Visual Grounding—0
When Harry Meets Superman: The Role of The Interlocutor in Persona-Based Dialogue Generation—0
The State of Multilingual LLM Safety Research: From Measuring the Language Gap to Mitigating It—0
RMoA: Optimizing Mixture-of-Agents through Diversity Maximization and Residual CompensationCode0
From Invariant Representations to Invariant Data: Provable Robustness to Spurious Correlations via Noisy Counterfactual MatchingCode0
Diversity of Transformer Layers: One Aspect of Parameter Scaling Laws—0
Generating Diverse Training Samples for Relation Extraction with Large Language Models—0
CryoCCD: Conditional Cycle-consistent Diffusion with Biophysical Modeling for Cryo-EM Synthesis—0
Revisiting Multi-Agent Debate as Test-Time Scaling: A Systematic Study of Conditional Effectiveness—0
DiCoFlex: Model-agnostic diverse counterfactuals with flexible control—0
Diversity-Aware Policy Optimization for Large Language Model Reasoning—0
Interspeech 2025 URGENT Speech Enhancement Challenge—0
Adaptive Spatial Augmentation for Semi-supervised Semantic Segmentation—0
VME: A Satellite Imagery Dataset and Benchmark for Detecting Vehicles in the Middle East and BeyondCode0
AudioTurbo: Fast Text-to-Audio Generation with Rectified Diffusion—0
Jailbreak Distillation: Renewable Safety Benchmarking—0
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving—0
Can LLMs Deceive CLIP? Benchmarking Adversarial Compositionality of Pre-trained Multimodal Representation via Text Updates—0
Incorporating LLMs for Large-Scale Urban Complex Mobility Simulation—0
Single Domain Generalization for Alzheimer's Detection from 3D MRIs with Pseudo-Morphological Augmentations and Contrastive LearningCode0
Cultural Evaluations of Vision-Language Models Have a Lot to Learn from Cultural Theory—0
LLM-Driven E-Commerce Marketing Content Optimization: Balancing Creativity and Conversion—0
PoisonSwarm: Universal Harmful Information Synthesis via Model Crowdsourcing—0
Hybrid Disagreement-Diversity Active Learning for Bioacoustic Sound Event DetectionCode0
Towards Pretraining Robust ASR Foundation Model with Acoustic-Aware Data Augmentation—0
Response to comment on Mutualism weaken the latitudinal diversity gradient among oceanic islandsCode0
CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge—0
PromptEVC: Controllable Emotional Voice Conversion with Natural Language Prompts—0
Counterfactual Multi-player Bandits for Explainable Recommendation DiversificationCode0
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