Reinforcement Learning for Assessing Route Instruction Usability in Complex Indoor Spaces by Reza Arabsheibani (14244716)

“…Our results show that RL agents successfully learn to navigate even with incomplete instructions, significantly outperforming random agents. Agents trained on diverse environments generalize well to novel settings, although performance decreases with higher environmental complexity and finer-grained instruction grammars when instructions are incomplete. …”

Soil viral and microbial interactions facilitate microbial necromass carbon accumulation in the semiarid typical steppe under altered precipitation_Research Data by Cui Han (15263150)

“…The results showed that decreased precipitation significantly reduced microbial necromass carbon (BNC, MNC, and BNC/MNC) and their relative contributions to SOC (BNC/SOC and MNC/SOC), whereas increased precipitation had relatively weaker effects. …”

Error-Bar graph. by Haichao Li (225035)

“…Results show that SIDFM reduces navigation errors by 12.09% at low acceleration and 11.43% at high acceleration while also significantly decreasing positioning errors. These improvements enhance the stability, precision, and safety of AGVs in dynamic manufacturing environments. …”

Image 2_Integrated metagenomics and metabolomics analysis reveals dynamic changes of microbiota and metabolic profile during fermentation of cigar tobacco (Nicotiana tabacum L.) le... by Ting Yang (189879)

“…We observed a decreasing trend in total soluble sugars, starch, total nitrogen, and nicotine levels as fermentation progressed. …”

Design, synthesis and biological evaluation of marine naphthoquinone-naphthol derivatives as potential anticancer agents by Yujuan Li (554062)

“…<p>1’-Hydroxy-4’,8,8’-trimethoxy-[2,2’-binaphthalene]-1,4-dione (compound <b>5</b>), a secondary metabolite recently discovered in marine fungi, demonstrates promising cytotoxic and anticancer potential. …”

Dust particle flow trace diagram. by Yuxuan Liu (349237)

“…Results indicate that installing a return pipe significantly reduces dust overflow caused by impact airflow during blanking. …”

Model inputs. by Mingxi Xie (19812594)

“…Clinical findings have showed that deprescribing service significantly decreased inappropriate PPIs utilization. …”

Discrete phase parameter setting. by Yuxuan Liu (349237)

“…Results indicate that installing a return pipe significantly reduces dust overflow caused by impact airflow during blanking. …”

Table 1_Integrated metagenomics and metabolomics analysis reveals dynamic changes of microbiota and metabolic profile during fermentation of cigar tobacco (Nicotiana tabacum L.) le... by Ting Yang (189879)

“…We observed a decreasing trend in total soluble sugars, starch, total nitrogen, and nicotine levels as fermentation progressed. …”

DataSheet7_Refining dual RNA-seq mapping: sequential and combined approaches in host-parasitic plant dynamics.csv by Carmine Fruggiero (20143830)

“…Dual RNA-seq offers a solution by enabling in silico separation of mixed transcripts from the interface region. …”

Image 1_Integrated metagenomics and metabolomics analysis reveals dynamic changes of microbiota and metabolic profile during fermentation of cigar tobacco (Nicotiana tabacum L.) le... by Ting Yang (189879)

“…We observed a decreasing trend in total soluble sugars, starch, total nitrogen, and nicotine levels as fermentation progressed. …”

DataSheet9_Refining dual RNA-seq mapping: sequential and combined approaches in host-parasitic plant dynamics.csv by Carmine Fruggiero (20143830)

“…Dual RNA-seq offers a solution by enabling in silico separation of mixed transcripts from the interface region. …”

Image 4_Integrated metagenomics and metabolomics analysis reveals dynamic changes of microbiota and metabolic profile during fermentation of cigar tobacco (Nicotiana tabacum L.) le... by Ting Yang (189879)

“…We observed a decreasing trend in total soluble sugars, starch, total nitrogen, and nicotine levels as fermentation progressed. …”

Dust deposition, escape data table. by Yuxuan Liu (349237)

“…Results indicate that installing a return pipe significantly reduces dust overflow caused by impact airflow during blanking. …”

Generated spline library. by Zhe Hu (787283)

“…<div><p>Accurate shape control during steel truss incremental launching remains a persistent challenge in bridge engineering, primarily due to dynamic geometric variations induced by continuous spatial translation. …”

Correlation coefficient matrix. by Zhe Hu (787283)

“…<div><p>Accurate shape control during steel truss incremental launching remains a persistent challenge in bridge engineering, primarily due to dynamic geometric variations induced by continuous spatial translation. …”

Actual measurement of shape errors. by Zhe Hu (787283)

“…<div><p>Accurate shape control during steel truss incremental launching remains a persistent challenge in bridge engineering, primarily due to dynamic geometric variations induced by continuous spatial translation. …”

Table 2_CqHKT1 and CqSOS1 mediate genotype-dependent Na+ exclusion under high salinity conditions in quinoa.xlsx by Yasufumi Kobayashi (5481530)

“…By contrast, K⁺ accumulation was slightly reduced in the aerial parts but significantly decreased in the roots of all the genotypes. …”

RMSE versus learning rate. by Zhe Hu (787283)

“…<div><p>Accurate shape control during steel truss incremental launching remains a persistent challenge in bridge engineering, primarily due to dynamic geometric variations induced by continuous spatial translation. …”

RMSE versus training parameters. by Zhe Hu (787283)

“…<div><p>Accurate shape control during steel truss incremental launching remains a persistent challenge in bridge engineering, primarily due to dynamic geometric variations induced by continuous spatial translation. …”