2025
StructSR: Refuse Spurious Details in Real-World Image Super-Resolution.
CoRR, January, 2025
2024
Analyzing and Improving Model Collapse in Rectified Flow Models.
CoRR, 2024
OFER: Occluded Face Expression Reconstruction.
CoRR, 2024
HESSO: Towards Automatic Efficient and User Friendly Any Neural Network Training and Pruning.
CoRR, 2024
VERA: Validation and Evaluation of Retrieval-Augmented Systems.
CoRR, 2024
Probing the Robustness of Vision-Language Pretrained Models: A Multimodal Adversarial Attack Approach.
CoRR, 2024
3D Gaussian Splatting: Survey, Technologies, Challenges, and Opportunities.
CoRR, 2024
FORA: Fast-Forward Caching in Diffusion Transformer Acceleration.
CoRR, 2024
AdaContour: Adaptive Contour Descriptor with Hierarchical Representation.
CoRR, 2024
S3Editor: A Sparse Semantic-Disentangled Self-Training Framework for Face Video Editing.
CoRR, 2024
ONNXPruner: ONNX-Based General Model Pruning Adapter.
CoRR, 2024
Exploiting Inter-sample and Inter-feature Relations in Dataset Distillation.
CoRR, 2024
Task-Aware Few-Shot Image Generation via Dynamic Local Distribution Estimation and Sampling.
Proceedings of the Pattern Recognition and Computer Vision - 7th Chinese Conference, 2024
Re-examining Supervised Dimension Reduction for High-Dimensional Bayesian Optimization.
Proceedings of the Parallel Problem Solving from Nature - PPSN XVIII, 2024
Safe and Robust Subgame Exploitation in Imperfect Information Games.
Proceedings of the Forty-first International Conference on Machine Learning, 2024
InsertNeRF: Instilling Generalizability into NeRF with HyperNet Modules.
Proceedings of the Twelfth International Conference on Learning Representations, 2024
CaesarNeRF: Calibrated Semantic Representation for Few-Shot Generalizable Neural Rendering.
Proceedings of the Computer Vision - ECCV 2024, 2024
DREAM: Diffusion Rectification and Estimation-Adaptive Models.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024
Exploiting Inter-sample and Inter-feature Relations in Dataset Distillation.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024
2023
Conversation and recommendation: knowledge-enhanced personalized dialog system.
Knowl. Inf. Syst., January, 2023
OTOv3: Automatic Architecture-Agnostic Neural Network Training and Compression from Structured Pruning to Erasing Operators.
CoRR, 2023
The Efficiency Spectrum of Large Language Models: An Algorithmic Survey.
CoRR, 2023
LoRAShear: Efficient Large Language Model Structured Pruning and Knowledge Recovery.
CoRR, 2023
Towards Automatic Neural Architecture Search within General Super-Networks.
CoRR, 2023
Efficient Subgame Refinement for Extensive-form Games.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
Where and How: Mitigating Confusion in Neural Radiance Fields from Sparse Inputs.
Proceedings of the 31st ACM International Conference on Multimedia, 2023
OTOv2: Automatic, Generic, User-Friendly.
Proceedings of the Eleventh International Conference on Learning Representations, 2023
2022
Sparsity-guided Network Design for Frame Interpolation.
CoRR, 2022
Multilevel Feature Interaction Learning for Session-Based Recommendation via Graph Neural Networks.
Proceedings of the Web Engineering - 22nd International Conference, 2022
On the Optimization Landscape of Neural Collapse under MSE Loss: Global Optimality with Unconstrained Features.
Proceedings of the International Conference on Machine Learning, 2022
Learning and Fusing Multiple User Interest Representations for Sequential Recommendation.
Proceedings of the Database Systems for Advanced Applications, 2022
RSTT: Real-time Spatial Temporal Transformer for Space-Time Video Super-Resolution.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022
2021
SAGCN: Towards Structure-Aware Deep Graph Convolutional Networks on Node Classification.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2021
A Geometric Analysis of Neural Collapse with Unconstrained Features.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021
Only Train Once: A One-Shot Neural Network Training And Pruning Framework.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021
Dual Principal Component Pursuit for Robust Subspace Learning: Theory and Algorithms for a Holistic Approach.
Proceedings of the 38th International Conference on Machine Learning, 2021
CDFI: Compression-Driven Network Design for Frame Interpolation.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021
Dual Principal Component Pursuit for Learning a Union of Hyperplanes: Theory and Algorithms.
Proceedings of the 24th International Conference on Artificial Intelligence and Statistics, 2021
2020
Neural Network Compression Via Sparse Optimization.
CoRR, 2020
Orthant Based Proximal Stochastic Gradient Method for 𝓁<sub>1</sub>-Regularized Optimization.
CoRR, 2020
Orthant Based Proximal Stochastic Gradient Method for ℓ <sub>1</sub>-Regularized Optimization.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2020
2019
A Linearly Convergent Method for Non-Smooth Non-Convex Optimization on the Grassmannian with Applications to Robust Subspace and Dictionary Learning.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019
Noisy Dual Principal Component Pursuit.
Proceedings of the 36th International Conference on Machine Learning, 2019
Early Detection of Sepsis Using Ensemblers.
Proceedings of the 46th Computing in Cardiology, 2019
2017
An Analytical Method for Probabilistic Modeling of the Steady-State Behavior of Secondary Residential System.
IEEE Trans. Smart Grid, 2017
2012
A new framework of probabilistic production simulation of power systems with wind energy resources.
Proceedings of the 3rd IEEE PES Innovative Smart Grid Technologies Europe, 2012