% Key papers for Masked diffusion language model decoding (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{neurips2024_diffusion_74555, title = {{Diffusion Forcing: Next-token Prediction Meets Full-Sequence Diffusion}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93029}, } @inproceedings{iclr2022_step_31306, title = {{Step-unrolled Denoising Autoencoders for Text Generation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022}, url = {https://iclr.cc/virtual/2022/poster/6942}, } @inproceedings{icml2025_peptune_46683, title = {{PepTune: De Novo Generation of Therapeutic Peptides with Multi-Objective-Guided Discrete Diffusion}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/45889}, } @inproceedings{neurips2023_likelihood_68873, title = {{Likelihood-Based Diffusion Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/70985}, } @inproceedings{iclr2023_tailoring_32684, title = {{Tailoring Language Generation Models under Total Variation Distance}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11834}, } @inproceedings{neurips2025_diffusion_77655, title = {{Diffusion Beats Autoregressive in Data-Constrained Settings}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=W5Ht05jF4c}, } @inproceedings{neurips2025_theoretical_78487, title = {{Theoretical Benefit and Limitation of Diffusion Language Model}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=fGBCRZQVse}, } @inproceedings{iclr2025_efficient_81867, title = {{Efficient Perplexity Bound and Ratio Matching in Discrete Diffusion Language Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29916}, } @inproceedings{iclr2025_scaling_82427, title = {{Scaling up Masked Diffusion Models on Text}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29366}, } @inproceedings{iclr2025_scaling_83148, title = {{Scaling Diffusion Language Models via Adaptation from Autoregressive Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/28659}, } @inproceedings{iclr2025_energy_83686, title = {{Energy-Based Diffusion Language Models for Text Generation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/28133}, } @inproceedings{aaai2026_mdiff4str_100523, title = {{MDiff4STR: Mask Diffusion Model for Scene Text Recognition}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/37370}, } @inproceedings{aaai2026_d3tom_106773, title = {{D3ToM: Decider-Guided Dynamic Token Merging for Accelerating Diffusion MLLMs}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/39080}, } @inproceedings{icml2025_large_46190, title = {{Large Language Models to Diffusion Finetuning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/46370}, } @inproceedings{icml2025_the_46335, title = {{The Diffusion Duality}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/46226}, } @inproceedings{icml2025_impact_46374, title = {{IMPACT: Iterative Mask-based Parallel Decoding for Text-to-Audio Generation with Diffusion Modeling}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/46189}, } @inproceedings{icml2025_accelerated_46455, title = {{Accelerated Diffusion Models via Speculative Sampling}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/46111}, } @inproceedings{icml2025_generalized_48763, title = {{Generalized Interpolating Discrete Diffusion}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/43859}, } @inproceedings{icml2026_improving_49313, title = {{Improving Sampling for Masked Diffusion Models via Information Gain}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=1HPTFpwktA}, } @inproceedings{icml2026_consistent_49824, title = {{Consistent Diffusion Language Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=64HmKFCaq6}, } @inproceedings{icml2026_unifying_50245, title = {{Unifying Masked Diffusion Models with Various Generation Orders and Beyond}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=ATpOQt9VVd}, } @inproceedings{icml2026_from_50447, title = {{From Bits to Rounds: Parallel Decoding with Exploration for Diffusion Language Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=CTrA4eNQfv}, } @inproceedings{icml2026_plan_50556, title = {{Plan for Speed: Dilated Scheduling for Masked Diffusion Language Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=DbzAsMRNhy}, }