Dilxat Muhtar

Papers on Lattice

Total citations

Topics

Publication activitypapers/week, last 8 weeks

Research focus

Architecture Design (Transformers, SSMs, MoE) (1)Distributed Systems & Hardware (1)Inference & Quantization (1)

Frequent co-authors

Dilxat Muhtar (1)Tianlong Chen (1)Shiwei Liu (1)Shiwei Liu (1)

Papers (1)

Feb 26, 2026

1w ago

Why Diffusion Language Models Struggle with Truly Parallel (Non-Autoregressive) Decoding?

DLMs aren't truly parallel because their training data is too sequential, but NAP shows how data curation can unlock genuine parallel decoding and boost reasoning performance.

Dilxat Muhtar, Dilxat Muhtar, Tianlong Chen +2

Architecture Design (Transformers, SSMs, MoE)Distributed Systems & Hardware Inference & Quantization

Search

Dilxat Muhtar

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)