Tootfinder

Towards Generalized Routing: Model and Agent Orchestration for Adaptive and Efficient Inference
Xiyu Guo, Shan Wang, Chunfang Ji, Xuefeng Zhao, Wenhao Xi, Yaoyao Liu, Qinglan Li, Chao Deng, Junlan Feng
https://arxiv.org/abs/2509.07571

Towards Generalized Routing: Model and Agent Orchestration for Adaptive and Efficient Inference
The rapid advancement of large language models (LLMs) and domain-specific AI agents has greatly expanded the ecosystem of AI-powered services. User queries, however, are highly diverse and often span multiple domains and task types, resulting in a complex and heterogeneous landscape. This diversity presents a fundamental routing challenge: how to accurately direct each query to an appropriate execution unit while optimizing both performance and efficiency. To address this, we propose MoMA (Mixt…

AI-Driven Marine Robotics: Emerging Trends in Underwater Perception and Ecosystem Monitoring
Scarlett Raine, Tobias Fischer
https://arxiv.org/abs/2509.01878 https://

AI-Driven Marine Robotics: Emerging Trends in Underwater Perception and Ecosystem Monitoring
Marine ecosystems face increasing pressure due to climate change, driving the need for scalable, AI-powered monitoring solutions. This paper examines the rapid emergence of underwater AI as a major research frontier and analyzes the factors that have transformed marine perception from a niche application into a catalyst for AI innovation. We identify three convergent drivers: environmental necessity for ecosystem-scale monitoring, democratization of underwater datasets through citizen science p…

Ransomware: same as it ever was? Take a look at @… @… 2025 State of Ransomware report to find out.
tl;dr trends in the ecosystem and high-level TTPs you should be aware of.

Mind the Gap: A Decade-Scale Empirical Study of Multi-Stakeholder Dynamics in VR Ecosystem
Yijun Lu, Hironori Washizaki, Naoyasu Ubayashi, Nobukazu Yoshioka, Chenhao Wu, Masanari Kondo, Yuyin Ma, Jiong Dong, Jianjin Zhao, Dongqi Han
https://arxiv.org/abs/2508.16903

Mind the Gap: A Decade-Scale Empirical Study of Multi-Stakeholder Dynamics in VR Ecosystem
In the development and evolution of VR ecosystem, platform stakeholders continuously adapt their products in response to user and technical feedback, often reflected in subtle shifts in discussion topics or system updates. A comprehensive understanding of these changes is essential for identifying gaps between user expectations and developer actions, which can guide more effective quality assurance and user-centered innovation. While previous studies have analyzed either user reviews or develop…

Autonomous Dominant Resource Fairness for Blockchain Ecosystems
Serdar Metin
https://arxiv.org/abs/2507.16350 https://arxiv.org/pdf/2…

Autonomous Dominant Resource Fairness for Blockchain Ecosystems
Blockchain systems have been a part of mainstream academic research, and a hot topic at that. It has spread to almost every subfield in the computer science literature, as well as economics and finance. Especially in a world where digital trust is much sought for, blockchains offer a rich variety of desired properties, such as immutability, public auditing, decentralised record keeping, among others. Not only has it been a research topic of its own, the integration of blockchains into other sys…

Weekend #Plankton Factoid 🦠🦐
For a while, there has been concern for how the ocean's #ecosystem is being modeled. Too often it is oversimplified with #phytoplankon and

Linking Multi-Site Sex Ad Data at the Individual Level to Aid Counter-Trafficking Efforts
Nickolas K. Freeman, Gregory J. Bott, Burcu B. Keskin, Jason M. Parton, James J. Cochran
https://arxiv.org/abs/2507.13477

Linking Multi-Site Sex Ad Data at the Individual Level to Aid Counter-Trafficking Efforts
The Internet facilitates sex trafficking through adult service websites (ASWs) that host online advertisements for sexual services (sex ads). Since the closure of the popular site Backpage.com, the ecosystem of ASWs has expanded to include multiple competing sites that are hosted outside US jurisdiction. Gaining intelligence for counter-trafficking efforts requires collecting, linking, and cleaning the data from multiple sites. However, high ad volumes, disparate data types, and the existence o…

Multimodal Coordinated Online Behavior: Trade-offs and Strategies
Lorenzo Mannocci, Stefano Cresci, Matteo Magnani, Anna Monreale, Maurizio Tesconi
https://arxiv.org/abs/2507.12108

Multimodal Coordinated Online Behavior: Trade-offs and Strategies
Coordinated online behavior, which spans from beneficial collective actions to harmful manipulation such as disinformation campaigns, has become a key focus in digital ecosystem analysis. Traditional methods often rely on monomodal approaches, focusing on single types of interactions like co-retweets or co-hashtags, or consider multiple modalities independently of each other. However, these approaches may overlook the complex dynamics inherent in multimodal coordination. This study compares dif…