TTD-DR Unveiled: How Test-Time Diffusion Revolutionizes Deep Research Agents

Revolutionizing Research with Test-Time Diffusion: Introducing TTD-DR The rapid advancements in large language models (LLMs) have sparked a new era of innovation, particularly in the realm of deep research (DR) agents. These agents are designed to mimic human research capabilities, generating novel ideas, efficiently retrieving information, conducting experiments, and drafting comprehensive reports and academic papers. However, current DR agents often fall short by merely piecing together different tools without capturing the iterative nature of human research. This is where Test-Time Diffusion Deep Researcher (TTD-DR) steps in, offering a groundbreaking approach that models the research process as a diffusion process, refining …