Projects

Project pages for research works.

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HyperAlign: Learning Hypernetwork for Efficient Test-Time Alignment of Diffusion Models

Armotized efficient test-time alignment; End-to-end post-training hypernetworks; Dynamically generating LoRAs.
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DyMoE: Continual Learning Dynamic MoE with Token-Level Guidance

Dynamic mixture-of-experts (MoE); Incrementing MoE for model expansion; Token assignment guidance for mitigating routing-drift & forgetting; continual learning of large vision-language models.
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DyMO: Test-time Diffusion Model Alignment

Training-free diffusion model alignment with dynamic multi-objective scheduling
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FlashMo: Scalable Efficient Motion Generation

Geometric interpolants and frequency-aware sparsity for scalable efficient motion generation
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Let Your Image Move with Your Motion!

FlexiMMT - Implicit Multi-Object Multi-Motion Transfer for Video Generation
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Let Your Video Listen to Your Music!

Beat-aligned, content-preserving video editing with arbitrary music (MVAA)
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Mining Your Own Secrets: Continual Learning for T2I Diffusion Models

Diffusion classifier scores for continual personalization of text-to-image diffusion models
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Continual Learning with Bayesian Sparse Neural Networks

Learning Bayesian Sparse Networks with Full Experience Replay for Continual Learning
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Memorizing Normality to Detect Anomaly: Memory-augmented Deep Autoencoder (MemAE) for Unsupervised Anomaly Detection

MemAE - Memory-augmented Deep Autoencoder for Unsupervised Anomaly Detection
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Memory-augmented Dynamic Neural Relational Inference

Memory-augmented neural relational inference for dynamical systems
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From Motion Blur to Motion Flow: a Deep Learning Solution for Removing Heterogeneous Motion Blur

A deep learning solution for removing heterogeneous motion blur via dense motion flow estimation
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Attention-guided Network for Ghost-free High Dynamic Range (HDR) Imaging

AHDR - Attention-guided Network for Ghost-free High Dynamic Range Imaging
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Multi-frame Depth Estimation in Dynamic Scenes

Multi-frame depth estimation with dynamic scene understanding
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MPGL: An Efficient Matching Pursuit Method for Generalized LASSO

An efficient matching pursuit method for generalized LASSO