Cover Image

TRIMS: Trajectory-Ranked Instruction Masked Supervision for Diffusion Language Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chen, Lingjie, Qiu, Ruizhong, Fan, Yuyu, Zhao, Yanjun, Tong, Hanghang
Format:	Preprint
Published:	2026
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

dLLM: Simple Diffusion Language Modeling
by: Zhou, Zhanhui, et al.
Published: (2026)

Prune as You Generate: Online Rollout Pruning for Faster and Better RLVR
by: Xu, Haobo, et al.
Published: (2026)

Taming Knowledge Conflicts in Language Models
by: Li, Gaotang, et al.
Published: (2025)

T$^\star$: Progressive Block Scaling for Masked Diffusion Language Models Through Trajectory Aware Reinforcement Learning
by: Xia, Hanchen, et al.
Published: (2026)

Gradient Compressed Sensing: A Query-Efficient Gradient Estimator for High-Dimensional Zeroth-Order Optimization
by: Qiu, Ruizhong, et al.
Published: (2024)

MORALISE: A Structured Benchmark for Moral Alignment in Visual Language Models
by: Lin, Xiao, et al.
Published: (2025)

Reconsidering Positional Supervision in Masked Diffusion Language Model Training
by: Ye, Mengyu, et al.
Published: (2026)

Harnessing Consistency for Robust Test-Time LLM Ensemble
by: Zeng, Zhichen, et al.
Published: (2025)

Ask, and it shall be given: On the Turing completeness of prompting
by: Qiu, Ruizhong, et al.
Published: (2024)

Taming Masked Diffusion Language Models via Consistency Trajectory Reinforcement Learning with Fewer Decoding Step
by: Yang, Jingyi, et al.
Published: (2025)

Activation Steering for Masked Diffusion Language Models
by: Shnaidman, Adi, et al.
Published: (2025)

Graph Data Selection for Domain Adaptation: A Model-Free Approach
by: Li, Ting-Wei, et al.
Published: (2025)

Masked Diffusion Language Models with Frequency-Informed Training
by: Kosmopoulou, Despoina, et al.
Published: (2025)

SPG: Sandwiched Policy Gradient for Masked Diffusion Language Models
by: Wang, Chenyu, et al.
Published: (2025)

Instruction Pre-Training: Language Models are Supervised Multitask Learners
by: Cheng, Daixuan, et al.
Published: (2024)

$\mathcal{X}$-KD: General Experiential Knowledge Distillation for Large Language Models
by: Cai, Yuang, et al.
Published: (2026)

Empirical Analysis of Decoding Biases in Masked Diffusion Models
by: Huang, Pengcheng, et al.
Published: (2025)

Scaling Beyond Masked Diffusion Language Models
by: Sahoo, Subham Sekhar, et al.
Published: (2026)

TABES: Trajectory-Aware Backward-on-Entropy Steering for Masked Diffusion Models
by: Saini, Shreshth, et al.
Published: (2026)

Embedding Inversion via Conditional Masked Diffusion Language Models
by: Xiao, Han
Published: (2026)

Edit-Based Refinement for Parallel Masked Diffusion Language Models
by: Ren, Houxing, et al.
Published: (2026)

Diffusion-State Policy Optimization for Masked Diffusion Language Models
by: Oba, Daisuke, et al.
Published: (2026)

MEMLA: Enhancing Multilingual Knowledge Editing with Neuron-Masked Low-Rank Adaptation
by: Xie, Jiakuan, et al.
Published: (2024)

SelfElicit: Your Language Model Secretly Knows Where is the Relevant Evidence
by: Liu, Zhining, et al.
Published: (2025)

"A good pun is its own reword": Can Large Language Models Understand Puns?
by: Xu, Zhijun, et al.
Published: (2024)

Soft-Masked Diffusion Language Models
by: Hersche, Michael, et al.
Published: (2025)

Fine-Tuned Language Models for Domain-Specific Summarization and Tagging
by: Wang, Jun, et al.
Published: (2025)

Variational Masked Diffusion Models
by: Zhang, Yichi, et al.
Published: (2025)

Diffutron: A Masked Diffusion Language Model for Turkish Language
by: Kocabay, Şuayp Talha, et al.
Published: (2026)

Autoregressive vs. Masked Diffusion Language Models: A Controlled Comparison
by: Vicentino, Caio
Published: (2026)

DiffuMask: Diffusion Language Model for Token-level Prompt Pruning
by: Zheng, Caleb, et al.
Published: (2026)

Recursive Multi-Agent Systems
by: Yang, Xiyuan, et al.
Published: (2026)

Beyond Hard Masks: Progressive Token Evolution for Diffusion Language Models
by: Zhong, Linhao, et al.
Published: (2026)

Simple and Effective Masked Diffusion Language Models
by: Sahoo, Subham Sekhar, et al.
Published: (2024)

On the Reasoning Abilities of Masked Diffusion Language Models
by: Svete, Anej, et al.
Published: (2025)

Clustering and Ranking: Diversity-preserved Instruction Selection through Expert-aligned Quality Estimation
by: Ge, Yuan, et al.
Published: (2024)

Remask, Don't Replace: Token-to-Mask Refinement in Diffusion Large Language Models
by: Yao, Lin
Published: (2026)

PRISM: Preference Refinement via Implicit Scene Modeling for 3D Vision-Language Preference-Based Reinforcement Learning
by: Sun, Yirong, et al.
Published: (2025)

DOS: Dependency-Oriented Sampler for Masked Diffusion Language Models
by: Zhou, Xueyu, et al.
Published: (2026)

Inconsistencies in Masked Language Models
by: Young, Tom, et al.
Published: (2022)