Stefano Ermon
- Papers
- 48
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Authored papers
48Exploring Diffusion Transformer Designs via Grafting
arXiv 2025
TFG-Flow: Training-free Guidance in Multimodal Generative Flow
arXiv 2025
Principled RL for Diffusion LLMs Emerges from a Sequence-Level Perspective
arXiv 2025
Reviving Any-Subset Autoregressive Models with Principled Parallel Sampling and Speculative Decoding
arXiv 2025
FSPO: Few-Shot Preference Optimization of Synthetic Preference Data in LLMs Elicits Effective Personalization to Real Users
arXiv 2025
MeanFlow Transformers with Representation Autoencoders
arXiv 2025
TEOChat: A Large Vision-Language Assistant for Temporal Earth Observation Data
arXiv 2024
TrAct: Making First-layer Pre-Activations Trainable
arXiv 2024
Preference Fine-Tuning of LLMs Should Leverage Suboptimal, On-Policy Data
arXiv 2024
Trans4D: Realistic Geometry-Aware Transition for Compositional Text-to-4D Synthesis
arXiv 2024
Mastering Text-to-Image Diffusion: Recaptioning, Planning, and Generating with Multimodal LLMs
arXiv 2024
Changen2: Multi-Temporal Remote Sensing Generative Change Foundation Model
arXiv 2024
Consistency Flow Matching: Defining Straight Flows with Velocity Consistency
arXiv 2024
Geometric Trajectory Diffusion Models
arXiv 2024
State-Free Inference of State-Space Models: The Transfer Function Approach
arXiv 2024
TFG: Unified Training-Free Guidance for Diffusion Models
arXiv 2024
Contextualized Diffusion Models for Text-Guided Image and Video Generation
arXiv 2024
ExPLoRA: Parameter-Efficient Extended Pre-Training to Adapt Vision Transformers under Domain Shifts
arXiv 2024
Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution
arXiv 2023
GeoLLM: Extracting Geospatial Knowledge from Large Language Models
arXiv 2023
HyenaDNA: Long-Range Genomic Sequence Modeling at Single Nucleotide Resolution
NeurIPS 2023 11
UniControl: A Unified Diffusion Model for Controllable Visual Generation In the Wild
unicontrol-a-unified-diffusion-model-for
Hyena Hierarchy: Towards Larger Convolutional Language Models
arXiv 2023
Sample Efficient Preference Alignment in LLMs via Active Exploration
arXiv 2023
Denoising Diffusion Bridge Models
arXiv 2023
Long Horizon Temperature Scaling
arXiv 2023
Consistency Trajectory Models: Learning Probability Flow ODE Trajectory of Diffusion
arXiv 2023
Geometric Latent Diffusion Models for 3D Molecule Generation
arXiv 2023
Reflected Diffusion Models
arXiv 2023
Parallel Sampling of Diffusion Models
parallel-sampling-of-diffusion-models
DreamPropeller: Supercharge Text-to-3D Generation with Parallel Sampling
CVPR 2024 1
GibbsDDRM: A Partially Collapsed Gibbs Sampler for Solving Blind Inverse Problems with Denoising Diffusion Restoration
arXiv 2023
End-to-End Diffusion Latent Optimization Improves Classifier Guidance
ICCV 2023 1
Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models
TMLR
Transform Once: Efficient Operator Learning in Frequency Domain
arXiv 2022
Deep Latent State Space Models for Time-Series Generation
arXiv 2022
Dual Diffusion Implicit Bridges for Image-to-Image Translation
arXiv 2022
Efficient Spatially Sparse Inference for Conditional GANs and Diffusion Models
arXiv 2022
SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations
sdedit-guided-image-synthesis-and-editing
Solving Inverse Problems in Medical Imaging with Score-Based Generative Models
solving-inverse-problems-in-medical-imaging
SustainBench: Benchmarks for Monitoring the Sustainable Development Goals with Machine Learning
arXiv 2021
Denoising Diffusion Implicit Models
denoising-diffusion-implicit-models
HiPPO: Recurrent Memory with Optimal Polynomial Projections
NeurIPS 2020 12
Accelerating Feedforward Computation via Parallel Nonlinear Equation Solving
arXiv 2020
Score-Based Generative Modeling through Stochastic Differential Equations
score-based-generative-modeling-through
Geography-Aware Self-Supervised Learning
ICCV 2021 10
Generative Modeling by Estimating Gradients of the Data Distribution
generative-modeling-by-estimating-gradients-1
Understanding the Limitations of Variational Mutual Information Estimators
ICLR 2020 1
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