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cs.AI2026
DiffResearch: Accelerating Deep Research with Diffusion Language Models
Alan-Barsag Gazzaev, Alexey Gavrilov, Mikhail Mozikov +1
Deep research systems iteratively plan, gather evidence, synthesize, and revise, making end-to-end latency a key bottleneck for interactive use. Almost all production systems are b…
cs.AI2026
Hidden Messages Between Diffusion Language Model Agents: Causal Evidence for Latent Communication
Alan-Barsag Gazzaev, Alexey Gavrilov, Sergey Muravyov +1
Diffusion language models form answers through a sequence of revisable continuous states, but multi-agent systems usually discard those states and make agents communicate only afte…