{"total":38,"rows":[{"id":"2502.09992","title":"Large Language Diffusion Models","created":"2025-02-14","cited_by_count":912,"area":"diffusion"},{"id":"2505.24857","title":"Accelerated Sampling from Masked Diffusion Models via Entropy Bounded Unmasking","created":"2025-05-30","cited_by_count":131,"area":"diffusion"},{"id":"2511.05664","title":"KLASS: KL-Guided Fast Inference in Masked Diffusion Models","created":"2025-11-07","cited_by_count":47,"area":"diffusion"},{"id":"2511.04647","title":"Optimal Inference Schedules for Masked Diffusion Models","created":"2025-11-06","cited_by_count":25,"area":"diffusion"},{"id":"2506.07903","title":"Diffuse Everything: Multimodal Diffusion Models on Arbitrary State Spaces","created":"2025-06-09","cited_by_count":21,"area":"diffusion"},{"id":"2508.10684","title":"MDNS: Masked Diffusion Neural Sampler via Stochastic Optimal Control","created":"2025-08-14","cited_by_count":21,"area":"diffusion"},{"id":"2509.16756","title":"Discrete Diffusion Models: Novel Analysis and New Sampler Guarantees","created":"2025-09-20","cited_by_count":20,"area":"diffusion"},{"id":"2506.03979","title":"Solving Inverse Problems via Diffusion-Based Priors: An Approximation-Free Ensemble Sampling Approach","created":"2025-06-04","cited_by_count":18,"area":"diffusion"},{"id":"2603.22248","title":"Confidence-Based Decoding is Provably Efficient for Diffusion Language Models","created":"2026-03-23","cited_by_count":18,"area":"diffusion"},{"id":"2602.21185","title":"The Diffusion Duality, Chapter II: $\\Psi$-Samplers","created":"2026-02-24","cited_by_count":12,"area":"diffusion"},{"id":"2507.08965","title":"Improving Classifier-Free Guidance in Masked Diffusion: Low-Dim Theoretical Insights with High-Dim Impact","created":"2025-07-11","cited_by_count":11,"area":"diffusion"},{"id":"2509.26096","title":"EVODiff: Entropy-aware Variance Optimized Diffusion Inference","created":"2025-09-30","cited_by_count":10,"area":"diffusion"},{"id":"2510.04525","title":"Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion","created":"2025-10-06","cited_by_count":10,"area":"diffusion"},{"id":"2602.20126","title":"Adaptation to Intrinsic Dependence in Diffusion Language Models","created":"2026-02-23","cited_by_count":10,"area":"diffusion"},{"id":"2509.21906","title":"Error Analysis of Discrete Flow with Generator Matching","created":"2025-09-26","cited_by_count":9,"area":"diffusion"},{"id":"2509.19962","title":"Learnable Sampler Distillation for Discrete Diffusion Models","created":"2025-09-24","cited_by_count":8,"area":"diffusion"},{"id":"2505.21892","title":"Almost Linear Convergence under Minimal Score Assumptions: Quantized Transition Diffusion","created":"2025-05-28","cited_by_count":6,"area":"diffusion"},{"id":"2506.04439","title":"RETRO SYNFLOW: Discrete Flow Matching for Accurate and Diverse Single-Step Retrosynthesis","created":"2025-06-04","cited_by_count":6,"area":"diffusion"},{"id":"2509.22925","title":"Soft-Di[M]O: Improving One-Step Discrete Image Generation with Soft Embeddings","created":"2025-09-26","cited_by_count":6,"area":"diffusion"},{"id":"2503.15457","title":"Di$\\mathtt{[M]}$O: Distilling Masked Diffusion Models into One-step Generator","created":"2025-03-19","cited_by_count":5,"area":"diffusion"},{"id":"2510.10854","title":"Discrete State Diffusion Models: A Sample Complexity Perspective","created":"2025-10-12","cited_by_count":5,"area":"diffusion"},{"id":"2607.00773","title":"Accelerating Discrete Diffusion Models with Parallel-In-Time Sampling","created":"2026-07-01","cited_by_count":4,"area":"diffusion"},{"id":"2608.23554","title":"Provably adaptive sampling with uniform and remasking discrete diffusion models","created":"2026-08-24","cited_by_count":4,"area":"diffusion"},{"id":"2509.13866","title":"Masked Diffusion Models as Energy Minimization","created":"2025-09-17","cited_by_count":3,"area":"diffusion"},{"id":"2601.22519","title":"Corrected Samplers for Discrete Flow Models","created":"2026-01-30","cited_by_count":3,"area":"diffusion"},{"id":"2602.06849","title":"Improved Sampling Schedules for Discrete Diffusion Models","created":"2026-02-06","cited_by_count":3,"area":"diffusion"},{"id":"2604.03779","title":"CountsDiff: A Diffusion Model on the Natural Numbers for Generation and Imputation of Count-Based Data","created":"2026-04-04","cited_by_count":2,"area":"diffusion"},{"id":"2606.13565","title":"A2D2: Fine-Tuning Any-Length Discrete Diffusion for Adaptive Decoding","created":"2026-06-11","cited_by_count":2,"area":"diffusion"},{"id":"2509.20896","title":"Deterministic Discrete Denoising","created":"2025-09-25","cited_by_count":1,"area":"diffusion"},{"id":"2512.12889","title":"Distillation of Discrete Diffusion by Exact Conditional Distribution Matching","created":"2025-12-15","cited_by_count":1,"area":"diffusion"},{"id":"2605.27352","title":"From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models","created":"2026-05-26","cited_by_count":1,"area":"diffusion"},{"id":"2607.12829","title":"Accelerating Masked Diffusion Large Language Models: A Survey of Efficient Inference Techniques","created":"2026-07-14","cited_by_count":1,"area":"diffusion"},{"id":"2607.19686","title":"Multi-Mask Diffusion Language Models for Few-Step Generation","created":"2026-07-22","cited_by_count":1,"area":"diffusion"},{"id":"2609.35947","title":"FluxLite: Inference-Time Proposal Control for Discrete Diffusion Models","created":"2026-09-28","cited_by_count":1,"area":"diffusion"},{"id":"2605.26582","title":"On the Error-Correcting Effects of Stochasticity in Discrete Diffusion","created":"2026-05-26","cited_by_count":0,"area":"diffusion"},{"id":"2606.24140","title":"A Time-Reparameterized Cumulative Intensity Extrapolation Sampler for Discrete Flow Matching","created":"2026-06-23","cited_by_count":0,"area":"diffusion"},{"id":"2609.27306","title":"Discrete Diffusion Models via Evolving Variational Autoregressive Networks","created":"2026-09-23","cited_by_count":0,"area":"diffusion"},{"id":"2610.02128","title":"Sample complexity bounds for categorical Markov random fields via Discrete Diffusions","created":"2026-10-01","cited_by_count":0,"area":"diffusion"}],"next_cursor":null}