…AI-generated summary RL post-training of frontier language models is increasingly bottlenecked by autoregressive rollout generation , making rollout acceleration a central systems challenge. Many existing efficiency methods improve throughput by changing…
…Test-Time Co-Evolution of Topology and Capability in LLM-based Multi-Agent Systems Published on May 10 Submitted by Xinyu Lin on May 13 Authors: , , , , , , Abstract Test-time co-evolution framework…
…Abstract Multi-agent systems face challenges in sustained coordination and error propagation, requiring integrated approaches that enable continuous diagnosis, reorganization, and behavioral refinement across structured collaboration stages. AI-generated summary LLM-based…
…AI-generated summary Commercial video generation systems such as Seedance2.0 and Veo3.1 have rapidly improved, strengthening the view that video generators may be evolving into " world simulators ." Yet the community…
…Yuwen Du , , , , , , , , , , Abstract PaSaMaster is a self-evolving agentic literature retrieval system that improves academic search accuracy and cost efficiency through iterative intent analysis and evidence-based ranking. AI-generated summary As…
…Our goal is to move auto-research from a conceptual vision toward a truly usable system. Interesting work in autonomous research! Cool paper - I liked the way "Toward Generalist Autonomous Research via…
…systematically evaluate the security risks of long-context LLMs and assess the effectiveness of defense strategies at scale. In this work, we propose FlashRT, the first framework to improve the efficiency (in…
…AI-generated summary Memory retrieval in agentic large language model (LLM) systems is often treated as a static lookup problem, relying on flat vector search or fixed binary relational graphs. However, fixed…
…AI-generated summary Most existing medical dialogue systems operate in a single-turn question--answering paradigm or rely on template-based datasets, limiting conversational realism and multilingual applicability. We introduce IndicMedDialog, a…
…AI-generated summary Despite significant strides in factual reliability, errors -- often termed hallucinations -- remain a major concern for generative AI , especially as LLMs are increasingly expected to be helpful in more complex…