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ProRL Agent: Rollout-as-a-Service for RL Training of Multi-Turn LLM Agents

Multi-turn LLM agents are increasingly important for solving complex, interactive tasks, and reinforcement learning (RL) is a key ingredient for improving their long-horizon behavior. However, RL trai...

👤 Hao Zhang|Mingjie Liu|Shaokun Zhang|Song... 📰 arXiv 📅 2026 👁 264 📚 9

Local growth laws determine global shape of molluscan shells

Molluscan shells come in various shapes and sizes. Despite this diversity, each species produces a shell with a characteristic shape that is independent of environmental conditions. We seek to underst...

👤 Huan Liu | Kaushik Bhattacharya 📰 arXiv 📅 2026 👁 183 📚 9

3D-Helical Artificial Chromatophore for Thermally Tunable Fluorescence and Stealth Switching.

This paper presents a bioinspired thermochromic actuator that mimics natural camouflage systems by switching between visible and stealth modes in response to temperature changes. Thus, the innovation ...

👤 Kim Dojin, Kim Hyeon Jun, Lee Seok Won, ... 📰 ACS Applied Materials & Interfaces 📅 2026 👁 65 📚 9

Removal of Multivariate Environmental Influences in Structural Health Monitoring through Conditional Covariances and Supervised Learning

In structural health monitoring (SHM) systems, data is collected from a multitude of sensors measuring, for example, vibration or strain in the structure, along with additional features that capture e...

👤 Lizzie Neumann | Philipp Wittenberg | Ja... 📰 arXiv 📅 2026 👁 64 📚 9

Melan-YOLO: a dual-strategy framework with custom architectures for accurate and efficient underwater object detection.

Effective autonomous monitoring of marine litter is vital to reduce marine pollution and protect marine ecosystems. However, current underwater detection systems face significant challenges, primarily...

👤 Fındıkçı Andaç, Erten Mustafa Yasin, Ayd... 📰 Scientific Reports 📅 2026 👁 61 📚 9

Future Dynamic 3D Reconstruction: A 3D World Model with Disentangled Ego-Motion

Forecasting the evolution of dynamic environments is crucial for autonomous agents. While generative world models have recently achieved high photorealism in 2D video synthesis by mixing ego-motion an...

👤 Nils Morbitzer | Jonathan Evers | Artem ... 📰 arXiv 📅 2026 👁 61 📚 9

Microplastics in Natural Waters: Occurrence, Risks and Mitigation Strategies.

Microplastics have become a ubiquitous environmental contaminant in natural waters, raising significant concerns regarding aquatic ecosystem health and potential human exposure. A comprehensive synthe...

👤 Zheng Shuwen, Zhai Zhenyu, Zhang Zheming... 📰 Toxics 📅 2026 👁 55 📚 9

Enrichment of potential polyvinyl chloride and polycarbonate microplastic-degrading bacteria and their distribution characteristics in deep-sea cold seep.

Microbial degradation represents a promising remediation strategy for polyvinyl chloride (PVC) and polycarbonate (PC) microplastics, which have been widely detected in the Haima cold seeps. However, t...

👤 Wu Qixuan, Feng Jingchun, Huang Yongji, ... 📰 Marine Pollution Bulletin 📅 2026 👁 55 📚 9

The environmental impacts of deep-sea mining.

The deep sea contains a wealth of potential mineral resources, many of which are being investigated for commercial exploitation. Exploration and technical tests started in the late 1970s with an initi...

👤 Glover Adrian G, Arias Maria Belen, Brib... 📰 Current Biology 📅 2026 👁 54 📚 9

Diversification in ANME-1 archaea is associated with the presence of highly variable genomic hotspots.

Anaerobic methanotrophic (ANME) archaea have been primarily documented by metagenomic analysis of environmental samples. The mechanisms that drive their diversification and speciation are poorly under...

👤 Zhou Ying-Li, Feng Jing-Chun, Lu Rui, Ch... 📰 Nature Communications 📅 2026 👁 53 📚 9

Habitability at the edge of the redox boundary during the Permian-Triassic mass extinction.

Global superanoxia is widely accepted as one of the main drivers of the end–Permian Mass Extinction (EPME) alongside, oceanic acidification, productivity collapse, and toxification. However, modeling ...

👤 Bagherpour Borhan, Ardakani Omid H, Herw... 📰 Scientific Reports 📅 2026 👁 51 📚 9

Phylogenomic and metabolic insights into iron reduction metabolism in the genus Deferribacter belonging to the order Deferribacterales.

Iron is one of the most important elements of the Earth, yet its bioavailability is limited in oceanic environments. In this context, deep-sea hydrothermal ecosystems represent one of the major source...

👤 Pouder Eva, Alain Karine, Mieszkin Sophi... 📰 Microbial Genomics 📅 2026 👁 49 📚 9

Contrasting toxicity between explosives- and chemical warfare agents-related compounds to the marine primary producer Phaeodactylum tricornutum.

Vast amounts of munitions dumped in the marine environment, have been reported to leak chemicals due to munition corrosion. The subsequent increased levels of explosives and related chemicals (E&RC), ...

👤 Barbosa João Alves, De Backer James, Ney... 📰 Ecotoxicology and Environmental Safety 📅 2026 👁 43 📚 9

Arctic sea-ice ridges are biomass hotspots harboring diverse microbial communities.

Although sea-ice ridges are prominent features of the Arctic Ocean, very little is known about their role as habitats and in biogeochemical cycles. Here, we show that ridges provide complex sea-ice ha...

👤 Müller Oliver, Gardner Jessie, Olsen Las... 📰 Communications Earth & Environment 📅 2026 👁 36 📚 9

Remote sensing for marine oil spill detection, mapping, and monitoring: A systematic review and bibliometric analysis.

Oil pollution is one of the most persistent and harmful anthropogenic pressures on global marine and coastal ecosystems. Accidental discharges, chronic leaks, operational spills from shipping, offshor...

👤 Veettil Bijeesh Kozhikkodan, Amangeldy N... 📰 未知期刊 📅 2026 👁 31 📚 9

A deep learning-based fusion framework for robust fine-grained classification of sea turtles in support of marine biodiversity.

Accurate classification of sea turtle species is crucial for ecological monitoring and conservation, yet traditional visual classification methods remain limited by underwater imaging challenges such ...

👤 Chaisiriprasert Parkpoom, Deearom Apicha 📰 未知期刊 📅 2026 👁 28 📚 9

Seasonal variation of fish biodiversity in Xisha Islands based on dual-marker eDNA metabarcoding.

Environmental DNA (eDNA) is increasingly used for assessing marine biodiversity, yet its potential for monitoring seasonal dynamics in tropical coral reef ecosystems requires further systematic invest...

👤 Deng Shengming, Ye Yuguo, Liu Min, Lin B... 📰 未知期刊 📅 2026 👁 19 📚 9

Structured Latent Dynamics in Wireless CSI via Homomorphic World Models

We introduce a self-supervised framework for learning predictive and structured representations of wireless channels by modeling the temporal evolution of channel state information (CSI) in a compact ...

👤 Salmane Naoumi|Mehdi Bennis|Marwa Chafii 📰 arXiv 📅 2026 👁 472 📚 8

RadioDiff-FS: Physics-Informed Manifold Alignment in Few-Shot Diffusion Models for High-Fidelity Radio Map Construction

Radio maps (RMs) provide spatially continuous propagation characterizations essential for 6G network planning, but high-fidelity RM construction remains challenging. Rigorous electromagnetic solvers i...

👤 Xiucheng Wang|Zixuan Guo|Nan Cheng 📰 arXiv 📅 2026 👁 404 📚 8

Integrating Explainable Machine Learning and Mixed-Integer Optimization for Personalized Sleep Quality Intervention

Sleep quality is influenced by a complex interplay of behavioral, environmental, and psychosocial factors, yet most computational studies focus mainly on predictive risk identification rather than act...

👤 Mahfuz Ahmed Anik|Mohsin Mahmud Topu|Azm... 📰 arXiv 📅 2026 👁 257 📚 8
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