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🏢 Zhejiang University

Bridge-IF: Learning Inverse Protein Folding with Markov Bridges
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Natural Language Processing Large Language Models 🏢 Zhejiang University
Bridge-IF, a novel generative diffusion model, excels at inverse protein folding by learning probabilistic dependencies between protein structures and sequences, significantly outperforming existing m…
BELM: Bidirectional Explicit Linear Multi-step Sampler for Exact Inversion in Diffusion Models
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AI Generated Computer Vision Image Generation 🏢 Zhejiang University
O-BELM, a novel diffusion model sampler, achieves mathematically exact inversion with superior sampling quality, offering a new gold standard for diffusion model applications.
Association Pattern-aware Fusion for Biological Entity Relationship Prediction
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AI Applications Healthcare 🏢 Zhejiang University
Pattern-BERP, a novel method, boosts biological entity relationship prediction accuracy by 4-23% using association pattern-aware fusion, enhancing interpretability for real-world applications.
Approximated Orthogonal Projection Unit: Stabilizing Regression Network Training Using Natural Gradient
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AI Applications Manufacturing 🏢 Zhejiang University
AOPU: A novel neural network achieves superior stability in regression network training by approximating the natural gradient, minimizing variance estimation, and enhancing robustness.
Agent Planning with World Knowledge Model
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AI Generated Natural Language Processing Large Language Models 🏢 Zhejiang University
This paper introduces a parametric World Knowledge Model (WKM) to improve AI agent planning by integrating both global task knowledge and dynamic state knowledge, thereby overcoming current LLMs’ limi…
Advancing Training Efficiency of Deep Spiking Neural Networks through Rate-based Backpropagation
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Machine Learning Deep Learning 🏢 Zhejiang University
Rate-based backpropagation boosts deep spiking neural network training efficiency by leveraging rate coding, achieving comparable performance to BPTT with reduced complexity.
Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting
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Machine Learning Deep Learning 🏢 Zhejiang University
Ada-MSHyper: A novel adaptive multi-scale hypergraph transformer significantly boosts time series forecasting accuracy by modeling group-wise interactions and handling complex temporal variations.
Action Imitation in Common Action Space for Customized Action Image Synthesis
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Computer Vision Image Generation 🏢 Zhejiang University
TwinAct: Decoupling actions and actors for customizable text-guided action image generation.
A2PO: Towards Effective Offline Reinforcement Learning from an Advantage-aware Perspective
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Machine Learning Reinforcement Learning 🏢 Zhejiang University
A2PO: A novel offline RL method tackles constraint conflicts in mixed-quality datasets by disentangling behavior policies with a conditional VAE and optimizing advantage-aware constraints, achieving s…
A Global Depth-Range-Free Multi-View Stereo Transformer Network with Pose Embedding
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Computer Vision 3D Vision 🏢 Zhejiang University
Depth-range-free MVS network using pose embedding achieves robust and accurate 3D reconstruction.
A Consistency-Aware Spot-Guided Transformer for Versatile and Hierarchical Point Cloud Registration
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Computer Vision 3D Vision 🏢 Zhejiang University
CAST: a novel consistency-aware spot-guided Transformer achieves state-of-the-art accuracy and efficiency in point cloud registration.