arXiv:2604.06240v1 Announce Type: cross
Abstract: Verifying the success of computer use agent (CUA) trajectories is a critical challenge: without reliable verification, neither evaluation nor training signal can be trusted. In this paper, we present l…
arXiv:2604.06296v1 Announce Type: cross
Abstract: AI agents are increasingly deployed in real-world applications, including systems such as Manus, OpenClaw, and coding agents. Existing research has primarily focused on \emph{server-side} efficiency, p…
arXiv:2604.06531v1 Announce Type: cross
Abstract: The mean-field Schr\”odinger bridge (MFSB) problem concerns designing a minimum-effort controller that guides a diffusion process with nonlocal interaction to reach a given distribution from another by…
arXiv:2604.07036v1 Announce Type: cross
Abstract: Recently, LLM-based agents have become increasingly popular across many applications, including complex sequential decision-making problems. However, they inherit the tendency of LLMs to hallucinate, l…
arXiv:2604.06180v1 Announce Type: cross
Abstract: Medical diagnosis using Large Multimodal Models (LMMs) has gained increasing attention due to capability of these models in providing precise diagnoses. These models generally combine medical questions…
arXiv:2604.06199v1 Announce Type: new
Abstract: As autonomous AI agents increasingly inhabit online environments and extensively interact, a key question is whether synthetic collectives exhibit self-regulated social dynamics with neither human interv…
arXiv:2604.06788v1 Announce Type: cross
Abstract: We present a solver-agnostic framework in which coordinated large language model (LLM) agents autonomously execute the complete computational mechanics workflow, from perceptual data of an engineering …
arXiv:2604.06972v1 Announce Type: new
Abstract: The environment plays a critical role in multi-agent navigation by imposing spatial constraints, rules, and limitations that agents must navigate around. Traditional approaches treat the environment as f…
arXiv:2604.06876v1 Announce Type: cross
Abstract: Multi-robot systems are becoming increasingly relevant within diverse application domains, such as healthcare, exploration, and rescue missions. However, building such systems is still a significant ch…
arXiv:2604.05953v1 Announce Type: cross
Abstract: We present a polynomial-time algorithm for computing an optimal committee of size $k$ under any given Thiele voting rule for elections on the Voter Interval domain (i.e., when voters can be ordered so …