Auto get diffusion nlp papers in Axriv. More papers Information can be found in another repository "Diffusion-LM-Papers".
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Sep 5, 2026 - Python
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diffusion-lm
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[NeurIPS 2024] Code for the paper "Diffusion of Thoughts: Chain-of-Thought Reasoning in Diffusion Language Models"
machine-learning natural-language-processing text-generation pytorch diffusion-models non-autoregressive mathematical-reasoning chain-of-thought-reasoning diffusion-lm
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Mar 4, 2025 - Python
paper list, tutorial, and nano code snippet for Diffusion Large Language Models.
diffusion diffusion-models llm diffusion-lm diffusion-language-models masked-diffusion-lm diffusion-llm large-diffusion-language-models diffusion-large-language-model auto-regressive-diffusion-model block-diffusion large-language-diffusion-model dllm
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Jan 19, 2026 - Jupyter Notebook
Listing some diffusion papers in NLP domain I have read, text generation is main, table will continue to be updated.
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Mar 24, 2025
[EMNLP 2026] MDM-Prime-v2: Binary Encoding and Index Shuffling Enable Scaling of Diffusion Language Models
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Sep 2, 2026 - Python
Steer masked diffusion LLMs toward a topic without mentioning it in the prompt — energy fields injected at each denoising step
nlp text-generation pytorch diffusion energy-based-model controllable-generation llm diffusion-lm masked-diffusion llada energy-fields steerable-ai
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Jul 5, 2026 - Python
Empirical study: logit-level energy guidance on LLaDA-8B masked diffusion (13 experiments, +39% semantic steering). Extends Diffusion-LM classifier guidance to 8B scale, gradient-free.
natural-language-generation adversarial ai-safety diffusion-models energy-based-models controllable-generation llm-security diffusion-lm llm-steering masked-diffusion llada logit-guidance
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Jul 4, 2026 - Python
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