Liangzu Peng
13 papers · 2019–2026 · 6 venues · across top CS/AI venues
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Achievements
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🐣 Hot Topic Early Bird 🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Gold 🗺️ Taxonomy Completionist (24)
🧬
Topic Evolution
🗃️
Keyword Collector
(55)
💎
Century Club · Bronze
🔥
Unstoppable · Bronze
🌈
Renaissance Researcher
(5)
Top co-authors
Research topics
Machine Learning
(8)
Mathematics & Optimization
(7)
Optimization
(7)
Optimization & Theory
(6)
Core Methods
(3)
Learning Types
(3)
Mathematics
(3)
Artificial Intelligence
(2)
Computer Vision
(2)
Deep Learning
(2)
Analysis
(2)
Core AI
(2)
Computer Science
(1)
Data Science & Analytics
(1)
Foundations
(1)
Keywords
unlabeled sensing
(3)
matrix completion
(2)
sparse optimization
(2)
homomorphic sensing
(2)
principal component analysis
(2)
non-convex optimization
(2)
algebraic geometry
(2)
iteratively reweighted least square
(2)
point cloud registration
(2)
continual learning
(2)
robust regression
(2)
outlier detection
(1)
low-rank approximation
(1)
branch and bound
(1)
rotation averaging
(1)
compressed sensing
(1)
ridge regression
(1)
dynamic programming
(1)
catastrophic forgetting
(1)
sparse regression
(1)
Papers
Gated KalmaNet: A Fading Memory Layer through Test-time Ridge Regression
CVPR 2026
LoRanPAC: Low-rank Random Features and Pre-trained Models for Bridging Theory and Practice in Continual Learning
ICLR 2025
Block Acceleration Without Momentum: On Optimal Stepsizes of Block Gradient Descent for Least-Squares
ICML 2024
Scalable 3D Registration via Truncated Entry-wise Absolute Residuals
CVPR 2024
Unlabeled Principal Component Analysis and Matrix Completion
JMLR 2024
On the Convergence of IRLS and Its Variants in Outlier-Robust Estimation
CVPR 2023
The Ideal Continual Learner: An Agent That Never Forgets
ICML 2023
ARCS: Accurate Rotation and Correspondence Search
CVPR 2022
Global Linear and Local Superlinear Convergence of IRLS for Non-Smooth Robust Regression
NeurIPS 2022
Semidefinite Relaxations of Truncated Least-Squares in Robust Rotation Search: Tight or Not
ECCV 2022
Homomorphic Sensing: Sparsity and Noise
ICML 2021
Unlabeled Principal Component Analysis
NeurIPS 2021
Homomorphic Sensing
ICML 2019