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Artificial intelligence (AI) agents represent a paradigm shift in pharmaceutical research, moving the field from narrow drug-protein affinity modeling toward systems-biology-level evaluation in which autonomous, multi-domain agents combine pattern recognition …
pubmed
Das S, Ferdaus MM, Dam T
2026 Jul 9
置信度 0.82
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L-lysine-derived alkaloids represent a structurally diverse and pharmacologically significant class of nitrogen-containing natural products with broad utility as pharmaceutical agents and industrial platform chemicals. However, their microbial biosynthesis has…
pubmed
Lin P, Lee SY
2026 Jul 28
置信度 0.82
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Shigella is the pathogen of bacterial dysentery. With the widespread use of antibiotics, the burden of antibiotic resistance in Shigella has become increasingly pronounced. In this study, the cfa gene of ampicillin-resistant strain (Res) was knocked out and ba…
pubmed
Geng J, Gao Y, Su W, Long J 等
2026 Jul 18
置信度 0.82
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Endometritis is an inflammatory disorder of the endometrial lining. Conventional antibiotic therapy often fails to control the accompanying disruptive inflammation. The 95 % ethanol-eluted fraction of Lonicera trichosantha (95 %-LT), exhibits potent anti-infla…
pubmed
Chen Z, Li W, Wang M, Li Y 等
2026 Sep
置信度 0.82
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Smart city implementation increasingly relies on sensing and analytics; however, a persistent operational gap remains between anomaly detection and safe, timely, and accountable intervention in civil infrastructure systems. This paper proposes an Agentic AI-su…
pubmed
Syed TA, Akarma A, Alatify A, Naqash MT 等
2026
置信度 0.82
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Purpose. Radiation therapy (RT) treatment planning requires iterative, multi-day optimization workflows in which subjective planning strategies produce inter-planner variability in plan quality. Existing computational approaches automate isolated aspects of th…
pubmed
Matthew Maniscalco A, Kyun Park Y, Domal SJ, Lin MH 等
2026 Dec 31
置信度 0.82
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Breast cancer remains one of the most prevalent malignancies and a leading cause of cancer-related mortality among women worldwide. Despite significant advancements in therapeutic strategies, including surgery, radiotherapy, chemotherapy, and targeted therapy,…
pubmed
Zhang M, Han Q, Zhao X, Liu W 等
2026 Jul 15
置信度 0.82
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Medical AI has produced many radiology models, particularly for chest X-rays (CXR), each excelling at isolated tasks like lesion detection or report generation. However, these models have disparate capabilities and limited generalizability due to training on r…
pubmed
Chen W, Dong Y, Ding Z, Shi Y 等
2026 Jul 15
置信度 0.82
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Chest X-ray (CXR) plays a pivotal role in clinical diagnosis, and a variety of task-specific and foundation models have been developed for CXR interpretation. However, these models often struggle to adapt to new diagnostic tasks and complex reasoning scenarios…
pubmed
Lou J, Yang Y, Yu Z, Fu Z 等
2026 Jul 15
置信度 0.82
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Although artificial intelligence (AI) agents are increasingly proposed to support potentially longitudinal health tasks, such as symptom management, behaviour change and patient support, most current implementations fall short of facilitating user intent and f…
pubmed
Lin G, Jiang R, Elhadad N, Xu X'
2026 May 22
置信度 0.82
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Heart failure (HF) is fundamentally a disease of energetic insufficiency, in which impaired mitochondrial efficiency, maladaptive metabolic remodeling, and disrupted intercellular signaling converge at the organ level to limit cardiac performance. Despite adva…
pubmed
Shahannaz DC, Sugiura T
2026 Jun 29
置信度 0.82
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Biomedical AI is increasingly shaped by policy-bound, multi-step clinical workflows and non-stationary, multimodal data and tools. In this setting, the field is moving beyond static predictors toward agentic systems, enabled by foundation models that maintain …
pubmed
Abdollahi A, Rezaei MA, Wang X, Cai D 等
2026 Jul 13
置信度 0.82
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The pathophysiology of chronic kidney disease (CKD)-related mineral and bone disorder (CKD-MBD) extends far beyond simple mineral imbalances. Evolving from the traditional understanding of secondary hyperparathyroidism, the conceptual framework has recently be…
pubmed
Kanbay M, Aktas O, Copur S, Drueke TB 等
2026 Sep
置信度 0.82
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The progression of myocardial ischemia-reperfusion injury (MIRI) is orchestrated by a decisive, bidirectional dialogue between mitochondrial reactive oxygen species (mtROS) and mitophagy. This review advances the concept of a dynamic "mtROS-mitophagy axis" as …
pubmed
Wang W, Xu Z, Liu W, Kang Y 等
2026 Jul 11
置信度 0.82
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Automated 3D radiology report generation often suffers from clinical hallucinations and a lack of the iterative verification found in human practice. While recent Vision-Language Models (VLMs) have advanced the field, they typically operate as monolithic "blac…
pubmed
Lin Y, Ding Y, Wu Y, Peng Y
2026 Jul
置信度 0.82
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For decades, hydroxylamine- O -sulfonic acid (HOSA) was relegated to the periphery of organic synthesis as a rudimentary, consumable electrophilic aminating agent. Recently, the strategic exploitation of its highly polarized N-O bond and exceptional sulfate le…
pubmed
Luo J, Chen L, Zeng X, Zhang J 等
2026 Jul 29
置信度 0.82
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Guided Tissue Regeneration (GTR) is an important part of periodontal therapy. It uses barrier membranes to selectively direct the regeneration of lost periodontal structures. The effectiveness of GTR is mainly based on the natural properties of the materials t…
pubmed
Zaman R, Ismail NH, Awang RA, Khan TA 等
2026 Aug
置信度 0.82
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Intensive saline-alkaline aquaculture has made Shewanella putrefaciens a lethal opportunistic pathogen threatening the indigenous economic fish Triplophysa yarkandensis , and antibiotic overuse poses severe ecological risks to this fragile ecosystem. The immun…
pubmed
Lu H, Tong Y, Zhu W, Chen H 等
2026
置信度 0.82
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Liver fibrosis arises from a sustained imbalance between oxidative stress, cell death, and matrix deposition. Using the carbon tetrachloride (CCl 4 ) mouse model, we show that the dietary flavonoid, fisetin orchestrates a broad hepatoprotective program that bl…
pubmed
Sarabandi S, Cordani M, Allameh A
2026 Jul 11
置信度 0.82
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ErbB receptor tyrosine kinases orchestrate phosphorylation-based signaling in response to extracellular ligands and are key drivers in cancer biology. Although ErbB-targeted therapies have transformed cancer care, some agents cause cardiac adverse events. Yet,…
pubmed
Torres Vega E, Douglas Galsgaard K, Skjoldan Svenningsen M, Juul Holst J 等
2026 Aug
置信度 0.82
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Biomedical research is increasingly constrained by repetitive, fragmented workflows that slow discovery. We introduce Biomni, a general-purpose biomedical artificial intelligence agent that autonomously executes diverse research tasks. To map the biomedical ac…
pubmed
Huang K, Zhang S, Wang H, Qu Y 等
2026 Jul 9
置信度 0.82
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Current therapeutic strategies for senile osteoporosis inadequately address its low-turnover pathology driven by mitochondrial dysfunction and cellular senescence. This study identifies menaquinone-7 (MK-7), a vitamin K 2 isoform, as a novel therapeutic agent …
pubmed
Xu Y, Zhang W, Xu W, Li S 等
2026 Jun
置信度 0.82
-
Coordinating proton and electron transport remains a central challenge in photocatalysis, particularly for H 2 O 2 synthesis, where two-electron oxygen reduction requires synchronized proton delivery and charge transfer. Here, we report hydroxyl-functionalized…
pubmed
Xing Z, Qiao C, Ren K, Su H 等
2026 Jul 9
置信度 0.82
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Motivational interviewing (MI) is an effective approach for supporting health behaviorchange, but face-to-face delivery is resource-intensive and difficult to scale. Rule-based conversational agents (CAs) can improve access; however, their scripted interaction…
pubmed
Shenoi A, Li T, Jabir AI, Pitkethly A 等
2026 Jul 6
置信度 0.82
-
The Internet of Medical Things (IoMT) enables sophisticated medical devices, but it also poses significant challenges in terms of data privacy, real-time processing, and energy efficiency for edge devices with limited resources. In this paper, we propose a hie…
pubmed
Sasikumar SK, Pai TV, Kalidasan K, Gajendran S
2026
置信度 0.82
-
The tumor microenvironment is a critical regulator of cancer progression. Histone lactylation, a novel post-translational modification, has emerged as a key player in various tumors and is closely linked to macrophage polarization within the immune tumor micro…
pubmed
Lang Q, Yin Z, Sun J, Wang Y 等
2026 Aug
置信度 0.82
-
Photobiomodulation harnesses visible and near-infrared wavelengths to modulate mitochondrial energetics and transcriptional programs that orchestrate wound repair, immune homeostasis, angiogenesis, and organized extracellular matrix remodeling. In parallel, to…
pubmed
Khalifian S, Shisler J
2026 Aug
置信度 0.82
-
Complex tissue/organ regeneration is a well-orchestrated biological process that is orchestrated by the coordinated effort of neural, vascular and immune systems, accompanied by multiple cellular interactions and signal crosstalk. The beneficial pro-regenerati…
pubmed
Zhao Z, Wu C
2026 Jul 16
置信度 0.82
-
Prostate cancer (PCa) represents a hormone-dependent malignancy where androgen receptor (AR) signaling plays a central role in disease initiation, progression, and therapeutic resistance. Recent advances have revealed that long noncoding RNAs (lncRNAs) constit…
pubmed
Gioeli D
2026 Jul 8
置信度 0.82
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To advance the computational simulation of cellular life, we propose a virtual yeast, an artificial intelligence (AI)-driven agent that models eukaryotic cellular behaviours by integrating multimodal biological data, mechanistic reasoning and active experiment…
pubmed
Qian L, Zhou Z, Zhou P, Dong Z 等
2026 Jul
置信度 0.82
-
Periodontitis is an inflammatory and destructive condition, conventional therapies yield inadequate long-term efficacy and possess limited regenerative potential, while the diseased microenvironment driven by inflammation and oxidative stress further hampers t…
pubmed
Wang H, Miao D, Yan T, Zhang Y 等
2026 Jul
置信度 0.82
-
Prophylactic radioprotectors for pre-exposure administration are notably absent, creating a critical gap in radiation emergency preparedness and ARS management. BIO 300, a wet-nanomilled formulation of synthetic genistein, is in advanced development as a proph…
pubmed
Nanoth Vellichirammal N, Wise SY, Fatanmi OO, Mingus RC 等
2026 Jun 30
置信度 0.82
-
The tumour necrosis factor receptor superfamily (TNFRSF) represents a pivotal signalling network that orchestrates immune homeostasis and regulates cell fate decisions. Lymphotoxin β receptor (LTβR, TNFRSF3), a key TNFRSF member, is predominantly e…
pubmed
Zheng P, Dai J, Zheng X, Jiang J
2026 Dec
置信度 0.82
-
The development of multifunctional dressings capable of actively orchestrating the complex wound microenvironment remains a critical challenge in regenerative medicine. Although leucocyte cell-derived chemotaxin-2 (LECT2) has been implicated in inflammation an…
pubmed
Zheng Z, Mao J, Zhu H, Fu Z 等
2026 Aug
置信度 0.82
-
Pulmonary microvascular endothelial cells (MVECs) are not only targets of the highly pathogenic porcine reproductive and respiratory syndrome virus (HP-PRRSV) but also the pivotal hub of inflammation, interacting with alveolar macrophages to amplify the inflam…
pubmed
Xia N, Sun J, Hu G, Zhang Q 等
2026 Jan
置信度 0.82
-
IDH mutant gliomas, driven by the oncometabolite 2-hydroxyglutarate (2-HG), are associated with profound neurological morbidity and premature mortality. To address the unmet therapeutic needs, we investigated the mechanistic interplay between MTHFD2-driven one…
pubmed
Wu R, Zhang L, Wong PJ, Sun C 等
2026 Jun 29
置信度 0.82
-
Regional carbon-aware operation requires nodal carbon intensity (NCI) signals that remain valid under heterogeneous operational inputs, topology changes, and network congestion; however, existing workflows for carbon-flow tracing and marginal-emission analysis…
pubmed
Zhao J, Chen R, Jiang H, Huang Y 等
2026 Jun 29
置信度 0.82
-
Acinar-ductal metaplasia (ADM) represents a dynamic and reversible cellular adaptation in the pancreas, whereby acinar cells dedifferentiate and transdifferentiate into duct-like cells in response to inflammatory, metabolic, and environmental stressors. While …
pubmed
Zhang X, Zhao Y, Qin C, Li Z 等
2026 Jun 29
置信度 0.82
-
Cancer remains the second leading cause of death worldwide, surpassed only by cardiovascular diseases. Although cancer-specific mortality rates have declined due to advances in early detection and therapeutic strategies, the absolute number of cancer-related d…
pubmed
De Lella S, Esposito F, Matassa DS, Avolio R
2026 Sep
置信度 0.82
-
The Cyclin-dependent kinase 4/6 (CDK4/6) complex orchestrates the critical G1-to-S phase transition by phosphorylating the Retinoblastoma protein (Rb), establishing it as a validated therapeutic target in oncology. The clinical deployment of ATP-competitive in…
pubmed
Sha W, Feng D, Yan Z, Chen Z 等
2026 Oct
置信度 0.82
-
Synaptic collapse drives severe neurological deficits following cerebral ischemia-reperfusion (I/R) injury. Puerarin, a bioactive isoflavone from Pueraria lobata, exhibits neuroprotective properties, yet the precise kinase-substrate networks orchestrating its …
pubmed
Qian H, Guo S, Tao K, Dai S 等
2026 Sep
置信度 0.82
-
Echinocandin B (ECB), a fungal non-ribosomal lipopeptide, serves as the exclusive natural precursor of the front-line antifungal anidulafungin. Despite its clinical importance, ECB production remains suboptimal due to incomplete understanding of its biosynthes…
pubmed
Yang X, Gao J, Shen D, Zhang Y 等
2026 Jul
置信度 0.82
-
Antimicrobial resistance causes to over a million deaths annually. Antimicrobial peptides (AMPs) are a promising solution, but generative AMP models are not yet ready to design peptides with non-natural amino acids and/or chemical modifications, which are esse…
pubmed
Jung JH, Zhang X, Song S, Sayedahmed M 等
2026 Jun 15
置信度 0.82
-
Bone morphogenetic protein-2 (BMP-2) regulates cell differentiation and proliferation. However, its role in colorectal cancer (CRC) remains debatable owing to potential oncogenic effects. Here, we investigated the role of BMP-2 in modulating CRC progression, p…
pubmed
Wu Y, Lee NR, Liu YC, Kim MS 等
2026 Jul 1
置信度 0.82
-
Chronic obstructive pulmonary disease (COPD) is a heterogeneous lung disease traditionally characterized by neutrophilic inflammation. However, a distinct Type 2 (T2) inflammatory endotype is present in 20-40% of patients. This review examines the pathophysiol…
pubmed
Pathak C, Cox J, Suri R, Akuthota P
2026 Jun 27
置信度 0.82
-
Secondary headaches require urgent recognition due to potentially devastating consequences if untreated. Despite established clinical "red flag" criteria, identifying patients needing immediate evaluation remains challenging in primary care. This study develop…
pubmed
Wu X, Zhang H, Garduno-Rapp NE, Rousseau JF 等
2026 Jun 27
置信度 0.82
-
Colorectal cancer (CRC) is a common global malignancy, and its advanced stage is closely linked to a gut microbiota-metabolism-immunity vicious cycle requiring early intervention. In this study, anti-CRC effects of PAMK in CT26 tumor-bearing mice were explored…
pubmed
Shuai Y, Xing J, Liu X, Song Z 等
2026 Jun 26
置信度 0.82
-
DNA origami has emerged as a versatile biomaterials platform enabling programmable control over the nanoscale spatial organization of ligands. Unlike conventional biomaterials platforms, which offer limited geometric precision, DNA origami allows systematic en…
pubmed
Xu X, Kong Y, Mei Z, Zhang X 等
2026 Jul 28
置信度 0.82
-
Sixth-generation (6G) networks are expected to enable a new level of connectivity, with peak data rates reaching 1 Tbps and latencies below 0.1 ms, especially in large-scale Internet of Things (IoT) environments. Despite these advantages, the rapid increase in…
pubmed
Albeladi M, Jambi K, Eassa FE, Khemakhem M
2026 Jun 17
置信度 0.82
-
Multiple sclerosis (MS) is a neuro-inflammatory disease characterized by demyelination in the central nervous system (CNS). Although a substantial endogenous capacity for remyelination has been demonstrated, this process is frequently incomplete and exhibits m…
pubmed
Battah T, Mastorodemos V, Struecker E, Mitsikostas DD 等
2026 Jun 18
置信度 0.82
-
Integrated care is increasingly shaped by digital infrastructures, data governance, and AI-enabled analytics, yet the relevant literature remains fragmented across health-services research, digital health, and machine learning. This article reports a scoping r…
pubmed
Tsitiridis A, Perakis K, Antoniades A, Manias G
2026 Jun 8
置信度 0.82
-
This study elucidates the multi-targeted antineoplastic mechanisms of Parkia speciosa empty pod extract (PSET) against HCT-116 and HT-29 colorectal cancer (CRC) cells through integrated transcriptomic and proteomic analyses. Phytochemical profiling indicates t…
pubmed
Chaiwichien A, Osotprasit S, Samrit T, Smith SJ 等
2026 Jun 21
置信度 0.82
-
Heart failure with preserved ejection fraction (HFpEF) represents a complex syndrome strongly associated with aging, characterized by diastolic dysfunction, myocardial stiffness, and chronic low-grade inflammation. Cellular senescence and the ensuing senescenc…
pubmed
Zhu QC, Zheng Q, Zhang H, Tu Y 等
2026 Jun 10
置信度 0.82
-
Artificial intelligence (AI) is transforming how health care professionals develop, maintain, and express competence across the span of their careers. Traditional continuing professional development has been shaped by a paradigm of what has been called cogniti…
pubmed
Pusic MV, Ten Cate O
2026 Jun 26
置信度 0.82
-
Diabetic wounds, particularly diabetic ulcers (DUs), are life-threatening complications driven by bacterial infection, persistent inflammation, oxidative stress, and a dysfunctional immune microenvironment. Addressing these interconnected barriers requires a t…
pubmed
Kayani A, Raza A, Zhou Q, Li C 等
2026 Jul 8
置信度 0.82
-
Macrophages are plastic innate immune cells that polarize into pro-inflammatory M1 or anti-inflammatory M2 phenotypes in response to microenvironmental signals, with their dynamic balance governing inflammation resolution and tissue homeostasis. This polarizat…
pubmed
Yuan L, Wang T, Song Y, Guo P 等
2026 Dec
置信度 0.82
-
Tyrosinase is a pivotal therapeutic target for hyperpigmentation disorders, yet current inhibitors frequently exhibit limited potency and suboptimal safety. Here, we employed structure-based virtual screening of an FDA-approved drug library against a refined h…
pubmed
Zhang Z, Li H, Shi Z, Bai X 等
2026 Jun 11
置信度 0.82
-
β-Arrestins are multifunctional regulators of G-protein-coupled receptor (GPCR) signalling and orchestrate diverse downstream signalling events and physiological responses across the GPCR superfamily 1-3 . Although GPCR pharmacology has advanced to targe…
pubmed
Kahsai AW, Pakharukova N, Kwon HY, Shah KS 等
2026 Jun 24
置信度 0.82
-
The clinical failure of infected bone repair is primarily due to the inability of conventional scaffolds to simultaneously eradicate resilient biofilms and orchestrate the subsequent bone regeneration within the hostile inflammatory microenvironment. In this s…
pubmed
Zhou L, He S, Gu J, Liu Y 等
2026 Jul 28
置信度 0.82
-
Fusarium wilt (FW), caused by Fusarium oxysporum f. sp. melonis (FOM), is a devastating disease severely impacting global melon (Cucumis melo L.) production. Biocontrol agents such as Trichoderma species, offer a sustainable alternative to chemical fungicides,…
pubmed
Aci MM, Tsalgatidou PC, Krommydas K, Boutsika A 等
2026 Jun 22
置信度 0.82
-
DNA-damaging antibiotics like ciprofloxacin (CIP) induce extensive double-strand breaks in Escherichia coli, triggering both the SOS response and rapid DNA supercompaction. To uncover genes involved in the latter process beyond the previously identified k…
pubmed
Vikedal K, Berges N, Riisnæs IMM, Ræder SB 等
2026 Jun 22
置信度 0.82
-
The prevalence of osteoporosis is increasing worldwide as populations age, creating a growing clinical burden of fragility fractures and highlighting limitations of current antiresorptive therapies. Conventional agents such as bisphosphonates and denosumab eff…
pubmed
Uehara S, Nakamura M, Kobayashi Y, Udagawa N
2026
置信度 0.82
-
Food allergy (FA), defined as abnormal immunological response to certain food proteins, is a serious issue in food safety and public health. Dendritic cells (DCs) orchestrate tolerance or allergic reactions to food proteins. Accumulating researches show that d…
pubmed
Li L, Chen S, Zhao Y, Wei T 等
2026 Jul 1
置信度 0.82
-
In the context of multimodal therapeutic strategies for acute myeloid leukemia (AML), the coordinated regulation of cell death and differentiation pathways has emerged as a groundbreaking research direction.
pubmed
Luo M, Xia M, Chen Z, Wang Q 等
2026 Sep
置信度 0.82
-
The tumor microenvironment (TME) in head and neck squamous cell carcinoma (HNSCC) comprises a heterogeneous cellular landscape in which cancer cells, stromal cells, immune cells, and their secreted mediators collectively sustain a dynamic ecosystem. Cancer-ass…
pubmed
Asiri M, Zabebaha H, Hussein UA, Adel Z 等
2026 Jun 20
置信度 0.82
-
Zn-based biodegradable alloys hold promise for fracture suture-line applications, but are often limited by insufficient mechanical performance. In this study, alloying and extrusion were employed to regulate the microstructure of Zn-5Cu alloys, thereby synergi…
pubmed
Lin X, Lin Z, Wu H, Pan G 等
2026 Aug
置信度 0.82
-
Diabetic wound management is compromised by infection, oxidative stress, and viscous exudates that dilute therapeutic agents. We report a spatially organized bilayer polyurethane scaffold designed to address these barriers. The scaffold integrates: (i) a hydro…
pubmed
Gao N, Zhang H, Gong Q, Wang J 等
2026 Nov
置信度 0.82
-
Peroxisome proliferator-activated receptor gamma coactivator 1α (PGC-1α) is a master transcriptional coactivator responsible for regulating cellular energy metabolism and mitochondrial biogenesis across high-energy tissues such as the heart, skelet…
pubmed
Rios WQ, Silva CM, Ferreira R, Gomes JRB
2026 Jun 19
置信度 0.82
-
Mars rover missions require decision-support systems that can interpret terrain, telemetry, environmental conditions, and mission objectives under delayed communication with Earth. This study evaluates whether multi-agent orchestration improves simulated Mars …
europepmc
Dan Sanabria
2026
置信度 0.80
-
Service-oriented architecture is emerging as a compelling paradigm for developing Web-based software applications. In this style, the functional components of the system are implemented in various programming languages as network-accessible "services" declarat…
crossref
W. Blanchet, E. Stroulia, R. Elio
2005-11-15T15:48:27Z
置信度 0.70
-
Cloud-fog systems are progressively supporting mission-critical and sensitive to latency applications, but the question of reliability when presented to dynamic workloads and heterogeneous resources, as well as the in-uits clouds, is still a key concern.
crossref
2026-02-27T03:44:31Z
置信度 0.70
-
AI agents are rapidly expanding in both capability and population: they now write code, operate computers across platforms, manage cloud infrastructure, and make purchasing decisions, while open-source frameworks such as OpenClaw are putting personal agents in…
arxiv
Xiaohang Nie, Zihan Guo, Kezhuo Yang, Zhichong Zheng 等
2026-03-30T13:35:37Z
置信度 0.78
cs.CYcs.MA
-
Onboard satellite intelligence requires a task layer that translates mission intent into local tool calls, exposes execution state, and returns machine-consumable artifacts under communication and power constraints. We present SAT-Edge-Agent, a hardware-in-the…
arxiv
Longji He, Jeto Xu
2026-08-04T14:25:27Z
置信度 0.78
cs.AI
-
Heterogeneous systems increasingly rely on RISC-V cores as orchestration engines to manage data movement, synchronization, and scheduling across accelerators and reconfigurable fabrics. Conventional performance metrics, such as FLOPs, TOPS/W, or energy per ope…
arxiv
Dave Ojika, Projjal Gupta, Preethi Budi, Herman Lam 等
2025-12-27T22:24:59Z
置信度 0.78
cs.AR
-
The economics of prompt compression depend not only on reducing input tokens but on how compression changes output length, which is typically priced several times higher. We evaluate this in a pre-registered six-arm randomized controlled trial of prompt compre…
arxiv
Warren Johnson, Charles Lee
2026-03-06T21:47:34Z
置信度 0.78
cs.CL
-
As AI systems evolve from single agents to multi-agent architectures, a critical design dimension has been overlooked: how the social identity of individual agents shapes human behavior within the collaboration. This paper introduces the Agentic Social Afforda…
arxiv
Meng-Han Lee
2026-04-19T13:52:36Z
置信度 0.78
cs.HCcs.AI
-
Agentic Business Process Management has gained momentum recently. The prospect is that the autonomy of AI agents, i.e., predominantly LLM-based agents, can be balanced with a certain level of robustness, tractability, and traceability through a combination wit…
arxiv
Stefanie Rinderle-Ma, Juergen Mangler, Johannes Loebbecke, Dominik Voigt 等
2026-06-30T11:31:49Z
置信度 0.78
cs.AI
-
Modern Artificial Intelligence (AI) increasingly relies on multi-agent architectures that blend visual and language understanding. Yet, a pressing challenge remains: How can we trust these agents especially in zero-shot settings with no fine-tuning? We introdu…
arxiv
Konstantinos I. Roumeliotis, Ranjan Sapkota, Manoj Karkee, Nikolaos D. Tselikas
2025-07-09T16:39:29Z
置信度 0.78
cs.AIcs.CL
-
The rapid proliferation of LLM agent frameworks has forced developers to choose between vendor lock-in through provider-specific SDKs and complex multi-package ecosystems that obscure control flow and hinder reproducibility. Integrating tool calling across mul…
arxiv
Alexander Roman, Jacob Roman
2026-01-05T22:02:11Z
置信度 0.78
cs.AIastro-ph.IMhep-ph
-
The recent success of agent swarms has shifted the paradigm of large language model (LLM)-based agents from single-agent workflows to multi-agent systems, highlighting the importance of agent orchestration for task decomposition and collaboration. However, exi…
arxiv
Fan Zhang, Vireo Zhang, Shengju Qian, Haoxuan Li 等
2026-06-10T04:50:35Z
置信度 0.78
cs.AIcs.CLcs.CV
-
Individual machines in flexible production lines explicitly expose capabilities at their interfaces by means of parametric skills. Given such a set of configurable machines, a line integrator is faced with the problem of finding and tuning parameters for each …
arxiv
Chih-Hong Cheng, Lacramioara Astefanoaei, Harald Ruess, Souha Ben Rayana 等
2015-04-21T17:14:37Z
置信度 0.78
cs.FLcs.LOcs.SC
-
Multi-agent Retrieval-Augmented Generation (RAG), wherein each agent takes on a specific role, supports hard queries that require multiple steps and sources, or complex reasoning. Existing approaches, however, rely on static agent behaviors and fixed orchestra…
arxiv
Sha Li, Naren Ramakrishnan
2026-04-01T13:45:52Z
置信度 0.78
cs.AI
-
Multi-Agent Systems (MAS) built on Large Language Models (LLMs) require effective orchestration to coordinate specialized agents, yet training such orchestrators is hindered by limited supervision and high computational cost. We propose Orchestration Reward Mo…
arxiv
King Yeung Tsang, Zihao Zhao, Vishal Venkataramani, Haizhou Shi 等
2026-06-11T17:16:24Z
置信度 0.78
cs.AIcs.CLcs.LGcs.MA
-
This article proposes a methodology to model and simulate complex systems, based on IRM4MLS, a generic agent-based meta-model able to deal with multi-level systems. This methodology permits the engineering of dynamic multi-level agent-based models, to represen…
arxiv
Jean-Baptiste Soyez, Gildas Morvan, Daniel Dupont, Rochdi Merzouki
2013-11-20T15:44:26Z
置信度 0.78
cs.MA
-
Context. The problem of comparative evaluation of communication protocols for task orchestration by large language model (LLM) agents is considered. The object of study is the process of interaction between LLM agents and external tools, as well as between aut…
arxiv
Ivan Dobrovolskyi
2026-03-24T05:50:58Z
置信度 0.78
cs.AI
-
Modern distributed systems demand low-latency, fault-tolerant event processing that exceeds traditional messaging architecture limits. While frameworks including Apache Kafka, RabbitMQ, Apache Pulsar, NATS JetStream, and serverless event buses have matured sig…
arxiv
Jahidul Arafat, Fariha Tasmin, Sanjaya Poudel
2025-10-06T00:25:22Z
置信度 0.78
cs.DCcs.PF
-
Strategies for orchestrating the interactions between multiple agents, both human and artificial, can wildly overestimate performance and underestimate the cost of orchestration. We design a framework to orchestrate agents under realistic conditions, such as i…
arxiv
Umang Bhatt, Sanyam Kapoor, Mihir Upadhyay, Ilia Sucholutsky 等
2025-03-17T14:26:07Z
置信度 0.78
cs.MAcs.CYcs.LG
-
Multi-agent systems (MAS) are increasingly tasked with solving complex, knowledge-intensive problems where effective agent orchestration is critical. Conventional orchestration methods rely on static agent descriptions, which often become outdated or incomplet…
arxiv
Danilo Trombino, Vincenzo Pecorella, Alessandro de Giulii, Davide Tresoldi
2025-09-23T21:46:38Z
置信度 0.78
cs.MAcs.AI
-
As large language model (LLM)-based multi-agent systems scale to handle increasingly complex tasks, balancing structural stability and dynamic adaptability becomes increasingly challenging. Existing systems typically adopt either structure-centric methods, com…
arxiv
Haoran Li, Shulun Chen, Shaoyuan Sun, Hanchen Wang
2026-05-25T11:59:58Z
置信度 0.78
cs.MAcs.AI
-
The card game Hanabi is considered a strong medium for the testing and development of multi-agent reinforcement learning (MARL) algorithms, due to its cooperative nature, partial observability, limited communication and remarkable complexity. Previous research…
arxiv
F. Bredell, H. A. Engelbrecht, J. C. Schoeman
2024-12-09T09:34:40Z
置信度 0.78
cs.MAcs.AIcs.LG
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We introduce Context Kubernetes, an architecture for orchestrating enterprise knowledge in agentic AI systems, with a prototype implementation and eight experiments. The core observation is that delivering the right knowledge, to the right agent, with the righ…
arxiv
Charafeddine Mouzouni
2026-04-13T15:35:55Z
置信度 0.78
cs.AIcs.SE
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Systematic exploration of Agent-Based Models (ABMs) is challenged by the curse of dimensionality and their inherent stochasticity. We present a multi-stage pipeline integrating the systematic design of experiments with machine learning surrogates. Using a pred…
arxiv
Paul Saves, Matthieu Mastio, Nicolas Verstaevel, Benoit Gaudou
2026-04-03T15:32:49Z
置信度 0.78
cs.LGcs.AI
-
Agent orchestration frameworks -- LangGraph, CrewAI, Google ADK, OpenAI Agents SDK, and others -- place an external orchestrator above the LLM, tracking state and injecting routing instructions at every turn. We present a controlled comparison showing that for…
arxiv
Simon Dennis, Michael Diamond, Rivaan Patil, Kevin Shabahang 等
2026-04-30T14:07:37Z
置信度 0.78
cs.AIcs.LG
-
Current LLM-based research agents have advanced through agent orchestration, yet largely overlook scientific knowledge orchestration. Existing works often reduce papers to abstracts, surface mentions, and flat \texttt{cites} edges, omitting key entities, claim…
arxiv
Zongsheng Cao, Bihao Zhan, Jinxin Shi, Jiong Wang 等
2026-06-11T17:58:35Z
置信度 0.78
cs.AI
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Tool-using large language model (LLM) agents often face a fundamental tension between answer quality and execution cost. Fixed workflows are stable but inflexible, while free-form multi-step reasoning methods such as ReAct may improve task performance at the e…
arxiv
Boyan Liu, Gongming Zhao, Hongli Xu
2026-03-20T12:29:12Z
置信度 0.78
cs.AI
-
Multi-agent systems (MAS) are foundational in simulating complex real-world scenarios involving autonomous, interacting entities. However, traditional MAS architectures often suffer from rigid coordination mechanisms and difficulty adapting to dynamic tasks. W…
arxiv
Kushagra Agrawal, Nisharg Nargund
2025-05-03T02:58:25Z
置信度 0.78
cs.MAcs.AIcs.NE
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We study instruction-based image editing under professional workflows and identify three persistent challenges: (i) editors often over-edit, modifying content beyond the user's intent; (ii) existing models are largely single-turn, while multi-turn edits can al…
arxiv
Ruijie Ye, Jiayi Zhang, Zhuoxin Liu, Zihao Zhu 等
2026-02-09T18:59:18Z
置信度 0.78
cs.CV
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Real-world LLM applications are moving beyond single-agent workflows toward orchestrated multi-agent systems, yet current models still struggle to determine what each sub-agent needs to know. To measure this, we introduce PerspectiveGap, a benchmark for evalua…
arxiv
Youran Sun, Xingyu Ren, Kejia Zhang, Xinpeng Liu 等
2026-06-07T23:26:12Z
置信度 0.78
cs.CLcs.MA
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Autonomous agents for desktop automation struggle with complex multi-step tasks due to poor coordination and inadequate quality control. We introduce Agentic Lybic, a novel multi-agent system where the entire architecture operates as a finite-state machine (FS…
arxiv
Liangxuan Guo, Bin Zhu, Qingqian Tao, Kangning Liu 等
2025-09-14T03:22:27Z
置信度 0.78
cs.AIcs.HCcs.MA
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Building deployment-ready LLM agents requires complex orchestration of tools, data sources, and control flow logic, yet existing systems tightly couple agent logic to specific programming languages and deployment models. We present a declarative system that se…
arxiv
Ivan Daunis
2025-12-22T05:03:37Z
置信度 0.78
cs.SEcs.AIcs.PL