% Key papers for Discrete diffusion solvers (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{neurips2021_structured_62885, title = {{Structured Denoising Diffusion Models in Discrete State-Spaces}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/27623}, } @inproceedings{iclr2023_analog_31997, title = {{Analog Bits: Generating Discrete Data using Diffusion Models with Self-Conditioning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11907}, } @inproceedings{neurips2023_protein_67866, title = {{Protein Design with Guided Discrete Diffusion}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/71899}, } @inproceedings{neurips2024_simplified_74505, title = {{Simplified and Generalized Masked Diffusion for Discrete Data}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93071}, } @inproceedings{icml2023_dirichlet_42176, title = {{Dirichlet Diffusion Score Model for Biological Sequence Generation}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2023}, url = {https://icml.cc/virtual/2023/poster/23738}, } @inproceedings{neurips2025_derivative_75291, title = {{Derivative-Free Guidance in Continuous and Discrete Diffusion Models with Soft Value-based Decoding}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=6QbbaEGkO7}, } @inproceedings{icml2024_discrete_43766, title = {{Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/34686}, } @inproceedings{iclr2023_chirodiff_31942, title = {{ChiroDiff: Modelling chirographic data with Diffusion Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/12201}, } @inproceedings{neurips2025_constrained_76038, title = {{Constrained Discrete Diffusion}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=Es4s9dtCjR}, } @inproceedings{neurips2024_fast_71629, title = {{Fast Sampling via Discrete Non-Markov Diffusion Models with Predetermined Transition Time}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95646}, } @inproceedings{iclr2025_steering_81984, title = {{Steering Masked Discrete Diffusion Models via Discrete Denoising Posterior Prediction}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29801}, } @inproceedings{iclr2025_unlocking_82509, title = {{Unlocking Guidance for Discrete State-Space Diffusion and Flow Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29286}, } @inproceedings{iclr2022_autoregressive_31169, title = {{Autoregressive Diffusion Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022}, url = {https://iclr.cc/virtual/2022/poster/6228}, } @inproceedings{icml2023_blackout_42855, title = {{Blackout Diffusion: Generative Diffusion Models in Discrete-State Spaces}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2023}, url = {https://icml.cc/virtual/2023/poster/23799}, } @inproceedings{neurips2024_amortizing_73306, title = {{Amortizing intractable inference in diffusion models for vision, language, and control}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94137}, } @inproceedings{neurips2025_remasking_76346, title = {{Remasking Discrete Diffusion Models with Inference-Time Scaling}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=IJryQAOy0p}, } @inproceedings{neurips2025_learnable_78597, title = {{Learnable Sampler Distillation for Discrete Diffusion Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=gMHLQASj11}, } @inproceedings{iclr2025_discrete_81437, title = {{Discrete Copula Diffusion}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/30336}, } @inproceedings{iclr2025_think_81841, title = {{Think while You Generate: Discrete Diffusion with Planned Denoising}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29942}, } @inproceedings{icml2024_disco_45432, title = {{DisCo-Diff: Enhancing Continuous Diffusion Models with Discrete Latents}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33019}, } @inproceedings{icml2025_sketchdnn_46537, title = {{SketchDNN: Joint Continuous-Discrete Diffusion for CAD Sketch Generation}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/46031}, } @inproceedings{icml2025_target_47741, title = {{Target Concrete Score Matching: A Holistic Framework for Discrete Diffusion}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/44859}, } @inproceedings{icml2025_distillation_48300, title = {{Distillation of Discrete Diffusion through Dimensional Correlations}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/44314}, } @inproceedings{icml2025_continuous_49052, title = {{Continuous Semi-Implicit Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/43572}, } @inproceedings{icml2026_fine_49409, title = {{Fine-Tuning Masked Diffusion for Provable Self-Correction}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=2LRaNghfoM}, } @inproceedings{icml2026_plug_51068, title = {{Plug-and-Play Guidance for Discrete Diffusion Models via Gradient-Informed Logit Correction}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=IXsOS3hF8Y}, } @inproceedings{icml2026_discrete_53051, title = {{Discrete Diffusion Samplers and Bridges: Off-Policy Algorithms and Applications in Latent Spaces}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=bYg45bvuV9}, }