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cs.CL2026
PRISM: PRIvileged Sibling-guided Multi-Agent Topology Design
Phuong Tuan Dat, Qi Li, Xinchao Wang
Multi-agent systems (MAS) based on large language models (LLMs) have become a powerful way to address complex problems, and their effectiveness depends critically on the collaborat…
cs.CL2026
dOPSD: On-Policy Self-Distillation for Diffusion Language Models
Phuong Tuan Dat, Qi Li, Xinchao Wang
Diffusion large language models (dLLMs) generate text by iteratively denoising a masked sequence, offering a parallel alternative to autoregressive models, but eliciting strong rea…
cs.CL2025
Every Step Counts: Decoding Trajectories as Authorship Fingerprints of dLLMs
Qi Li, Runpeng Yu, Haiquan Lu +1
Discrete Diffusion Large Language Models (dLLMs) have recently emerged as a competitive paradigm for non-autoregressive language modeling. Their distinctive decoding mechanism enab…