Research graph
References from HardFlow: Hard-Constrained Sampling for Flow-Matching Models via Trajectory Optimization. Local targets link to admitted publications; unresolved targets remain external evidence.
Deep unsupervised learning using nonequilibrium thermodynamics
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Denoising diffusion probabilistic models
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Flow matching for generative modeling
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10.1109/cvpr52688.2022.01042
10.1109/cvpr52688.2022.01042 · External reference
Scaling rectified flow transformers for high-resolution image synthesis
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10.52202/068431-0628
10.52202/068431-0628 · External reference
Pyramidal flow matching for efficient video generative modeling
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10.1038/s41586-023-06415-8
10.1038/s41586-023-06415-8 · External reference
10.1177/02783649241273668
10.1177/02783649241273668 · External reference
10.1109/tro.2025.3601293
10.1109/tro.2025.3601293 · External reference
Diffusion models beat GANs on image synthesis
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Classifier-free diffusion guidance
2022 · External reference
10.1109/tpami.2025.3590730
10.1109/tpami.2025.3590730 · External reference
Sampling constrained trajectories using composable diffusion models
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10.52202/079017-2834
10.52202/079017-2834 · External reference
Diffusion predictive control with constraints
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10.1109/iccv51070.2023.01467
10.1109/iccv51070.2023.01467 · External reference
SafeDiffuser: Safe planning with diffusion probabilistic models
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10.52202/085713-1174
10.52202/085713-1174 · External reference
Projected coupled diffusion for test-time constrained joint generation
2025 · External reference
10.52202/085713-0918
10.52202/085713-0918 · External reference
10.15607/rss.2025.xxi.078
10.15607/rss.2025.xxi.078 · External reference
SafeFlowMatcher: Safe and fast planning using flow matching with control barrier functions
2025 · External reference
Denoising diffusion implicit models
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RB-modulation: Training-free stylization using reference-based modulation
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Training free guided flow-matching with optimal control
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Unresolved reference
2004 · External reference
10.1007/bf02071065
10.1007/bf02071065 · External reference
10.1007/s10957-011-9918-z
10.1007/s10957-011-9918-z · External reference
10.1016/s0098-1354(98)00301-9
10.1016/s0098-1354(98)00301-9 · External reference
10.1109/iros58592.2024.10802549
10.1109/iros58592.2024.10802549 · External reference
10.1109/tro.2025.3593109
10.1109/tro.2025.3593109 · External reference
10.1016/s0076-5392(08)63100-8
10.1016/s0076-5392(08)63100-8 · 1975 · External reference
Unresolved reference
2012 · External reference
Theoretical guarantees for sampling and inference in generative models with latent diffusions
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Path integral sampler: A stochastic control approach for sampling
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Denoising diffusion samplers
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An optimal control perspective on diffusion-based generative modeling
2024 · External reference
Adjoint sampling: Highly scalable diffusion samplers via adjoint matching
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Adjoint matching: Fine-tuning flow and diffusion generative models with memoryless stochastic optimal control
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Score as action: Fine tuning diffusion generative models by continuous-time reinforcement learning
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Diffusion posterior sampling for general noisy inverse problems
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10.1109/cvprw59228.2023.00091
10.1109/cvprw59228.2023.00091 · External reference
10.52202/079017-2881
10.52202/079017-2881 · External reference
Variational control for guidance in diffusion models
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On the guidance of flow matching
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Symbolic music generation with non-differentiable rule guided diffusion
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10.52202/085713-4871
10.52202/085713-4871 · External reference
10.52202/085713-2459
10.52202/085713-2459 · External reference
10.52202/068431-1926
10.52202/068431-1926 · External reference
Movie gen: A cast of media foundation models
2024 · External reference
Zero-shot image restoration using denoising diffusion null-space model
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Towards diverse behaviors: A benchmark for imitation learning with human demonstrations
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10.1007/s10107-004-0559-y
10.1007/s10107-004-0559-y · External reference
Planning with diffusion for flexible behavior synthesis
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D4RL: Datasets for deep data-driven reinforcement learning
2020 · External reference
From uncertain to safe: Conformal adaptation of diffusion models for safe PDE control
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Progressive growing of GANs for improved quality, stability, and variation
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Flow straight and fast: Learning to generate and transfer data with rectified flow
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Learning transferable visual models from natural language supervision
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10.1109/cvpr.2018.00068
10.1109/cvpr.2018.00068 · External reference
Unresolved reference
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