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Huy Nguyen

56 papers · 2002–2025 · 13 conferences · across top CS/AI conferences

Achievements

πŸƒ Academic Marathon (23) 🧭 Keyword Pioneer 🌍 Conference Polyglot (13) 🐣 Hot Topic Early Bird 🌈 Renaissance Researcher (5) πŸŒ‰ Interdisciplinary Bridge 🐝 Cross-Pollinator (9) πŸ—ΊοΈ Taxonomy Completionist (21) 🀝 Dynamic Duo (20) πŸ‘‘ Triple Crown 🧬 Topic Evolution πŸ† Keyword Champion (3) πŸ† Grand Slam πŸ“ˆ Trend Setter πŸ—ƒοΈ Keyword Collector (50) ⚑ Prolific Year (10) πŸ”₯ Unstoppable (12) ❓ The Questioner πŸ’Ž Century Club (56)

Conferences

ICML (18) NIPS (14) ICLR (6) AISTATS (4) ACL (3) AAAI (2) EMNLP (2) INTERSPEECH (2) COLING (1) CONLL (1) CVPR (1) NAACL (1) WACV (1)

Top co-authors

nhαΊ­t Hα»“ (20) Alina Ene (12) Khai Nguyen (5) Ta Duy Nguyen (5) Pedram Akbarian (5) Minh Le (4) Zijian Liu (3) Tung Pham (3) Chau Nguyen (3) Vitaly Feldman (3)

Research topics

Privacy (1) Statistics (1)

Keywords

mixture of expert (5) submodular maximization (5) parameter estimation (5) online algorithm (3) convergence rate (3) streaming algorithm (3) maximum likelihood estimation (3) neural network (3) approximation algorithm (3) representation learning (3) differential privacy (3) stochastic gradient descent (2) continual learning (2) entropic regularization (2) optimal transport (2) computational complexity (2) convex optimization (2) convergence analysis (2) statistical learning (2) cardinality constraint (2)

Papers

Understanding Expert Structures on Minimax Parameter Estimation in Contaminated Mixture of Experts AISTATS 2025
Statistical Advantages of Perturbing Cosine Router in Mixture of Experts ICLR 2025
Revisiting Prefix-tuning: Statistical Benefits of Reparameterization among Prompts ICLR 2025
AG-VPReID: A Challenging Large-Scale Benchmark for Aerial-Ground Video-based Person Re-Identification CVPR 2025
Maximum Coverage in Turnstile Streams with Applications to Fingerprinting Measures ICML 2025
Online and Streaming Algorithms for Constrained k-Submodular Maximization AAAI 2025
On Zero-Initialized Attention: Optimal Prompt and Gating Factor Estimation ICML 2025
RepLoRA: Reparameterizing Low-rank Adaptation via the Perspective of Mixture of Experts ICML 2025
Lean and Mean Adaptive Optimization via Subset-Norm and Subspace-Momentum with Convergence Guarantees ICML 2025
Private Vector Mean Estimation in the Shuffle Model: Optimal Rates Require Many Messages ICML 2024
Is Temperature Sample Efficient for Softmax Gaussian Mixture of Experts? ICML 2024
On Parameter Estimation in Deviated Gaussian Mixture of Experts AISTATS 2024
Towards Convergence Rates for Parameter Estimation in Gaussian-gated Mixture of Experts AISTATS 2024
FuseMoE: Mixture-of-Experts Transformers for Fleximodal Fusion NIPS 2024
Sigmoid Gating is More Sample Efficient than Softmax Gating in Mixture of Experts NIPS 2024
Statistical Perspective of Top-K Sparse Softmax Gating Mixture of Experts ICLR 2024
Mixture of Experts Meets Prompt-Based Continual Learning NIPS 2024
On Least Square Estimation in Softmax Gating Mixture of Experts ICML 2024
A General Theory for Softmax Gating Multinomial Logistic Mixture of Experts ICML 2024
PP4AV: A Benchmarking Dataset for Privacy-Preserving Autonomous Driving WACV 2023
Demystifying Softmax Gating Function in Gaussian Mixture of Experts NIPS 2023
Improved Frequency Estimation Algorithms with and without Predictions NIPS 2023
Fast Optimal Locally Private Mean Estimation via Random Projections NIPS 2023
Improved Convergence in High Probability of Clipped Gradient Methods with Heavy Tailed Noise NIPS 2023
Minimax Optimal Rate for Parameter Estimation in Multivariate Deviated Models NIPS 2023
On the Generalization Error of Stochastic Mirror Descent for Quadratically-Bounded Losses: an Improved Analysis NIPS 2023
An Efficient Algorithm for Fair Multi-Agent Multi-Armed Bandit with Low Regret AAAI 2023
A Spectral Viewpoint on Continual Relation Extraction EMNLP 2023
Transitioning Representations between Languages for Cross-lingual Event Detection via Langevin Dynamics EMNLP 2023
On the Convergence of AdaGrad(Norm) on $\mathbb{R}^d$: Beyond Convexity, Non-Asymptotic Rate and Acceleration ICLR 2023
Improved Learning-augmented Algorithms for k-means and k-medians Clustering ICLR 2023
Hierarchical Sliced Wasserstein Distance ICLR 2023
Streaming Submodular Maximization with Differential Privacy ICML 2023
High Probability Convergence of Stochastic Gradient Methods ICML 2023
Adaptive Accelerated (Extra-)Gradient Methods with Variance Reduction ICML 2022
Robust Product Classification with Instance-Dependent Noise ACL 2022
On Multimarginal Partial Optimal Transport: Equivalent Forms and Computational Complexity AISTATS 2022
Automatic Mean Opinion Score Estimation with Temporal Modulation Features on Gammatone Filterbank for Speech Assessment INTERSPEECH 2022
Streaming Algorithm for Monotone k-Submodular Maximization with Cardinality Constraints ICML 2022
Private frequency estimation via projective geometry ICML 2022
Entropic Gromov-Wasserstein between Gaussian Distributions ICML 2022
On Robust Optimal Transport: Computational Complexity and Barycenter Computation NIPS 2021
Fair k-Centers via Maximum Matching ICML 2020
Parallel Algorithm for Non-Monotone DR-Submodular Maximization ICML 2020
Automated Essay Scoring with Discourse-Aware Neural Models ACL 2019
Improved Algorithms for Collaborative PAC Learning NIPS 2018
Liulishuo's System for the Spoken CALL Shared Task 2018 INTERSPEECH 2018
Decomposable Submodular Function Minimization: Discrete and Continuous NIPS 2017
Context-aware Argumentative Relation Mining ACL 2016
Instant Feedback for Increasing the Presence of Solutions in Peer Reviews NAACL 2016
Random Coordinate Descent Methods for Minimizing Decomposable Submodular Functions ICML 2015
The Power of Randomization: Distributed Submodular Maximization on Massive Datasets ICML 2015
Subspace Embeddings for the Polynomial Kernel NIPS 2014
On Communication Cost of Distributed Statistical Estimation and Dimensionality NIPS 2014
Named Entity Recognition with Character-Level Models CONLL 2003
Automatic Semantic Grouping in a Spoken Language User Interface Toolkit COLING 2002