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Diffusion Models

4342 directly classified papers

Papers per year

Papers

Regressor-guided Diffusion Model for De Novo Peptide Sequencing with Explicit Mass Control AAAI 2026

Transferring Causal Driving Patterns for Generalizable Traffic Simulation with Diffusion-Based Distillation AAAI 2026

TIDE: Temporal-Aware Sparse Autoencoders for Interpretable Diffusion Transformers in Image Generation AAAI 2026

Controllable Financial Market Generation with Diffusion Guided Meta Agent AAAI 2026

MetaDiT: Enabling Fine-grained Constraints in High-degree-of Freedom Metasurface Design AAAI 2026

Weakly-Supervised Image Forgery Localization via Vision-Language Collaborative Reasoning Framework AAAI 2026

Physically-Informed Flow Matching with Graph Neural Networks for Complex Fluid Dynamics AAAI 2026

De Novo Molecular Generation from Mass Spectra via Many-Body Enhanced Diffusion AAAI 2026

EPO: Diverse and Realistic Protein Ensemble Generation via Energy Preference Optimization AAAI 2026

S^2-KD: Semantic-Spectral Knowledge Distillation Spatiotemporal Forecasting AAAI 2026

RPGen: Robust and Differentially Private Synthetic Image Generation AAAI 2026

PFAvatar: Pose-Fusion 3D Personalized Avatar Reconstruction from Real-World Outfit-of-the-Day Photos AAAI 2026

ReAlign: Text-to-Motion Generation via Step-Aware Reward-Guided Alignment AAAI 2026

SE360: Semantic Edit in 360° Panoramas via Hierarchical Data Construction AAAI 2026

CyC3D: Fine-grained Controllable 3D Generation via Cycle Consistency Regularization AAAI 2026

PADiff: Predictive and Adaptive Diffusion Policies for Ad Hoc Teamwork AAAI 2026

SIDE: Surrogate Conditional Data Extraction from Diffusion Models AAAI 2026

Every Little Bit Helps: Exploring Better Utilization of Unlabeled Data for Semi-supervised Singing Melody Extraction Using Multi-bands Diffusion Model AAAI 2026

Latent Knowledge-Guided Video Diffusion for Scientific Phenomena Generation from a Single Initial Frame AAAI 2026

Multivariate Diffusion Transformer with Decoupled Attention for High-Fidelity Mask-Text Collaborative Facial Generation AAAI 2026

EvDiff3D: Event-Aware Diffusion Repair for High-Fidelity Event-Based 3D Reconstruction AAAI 2026

EndoIR: Degradation-Agnostic All-in-One Endoscopic Image Restoration via Noise-Aware Routing Diffusion AAAI 2026

ContextFlow: Training-Free Video Object Editing via Adaptive Context Enrichment AAAI 2026

Phased One-Step Adversarial Equilibrium for Video Diffusion Models AAAI 2026

One-Shot Refiner: Boosting Feed-forward Novel View Synthesis via One-Step Diffusion AAAI 2026