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20242026
most citedTowards interpreting the thermally activated dynamics in metallic glass with the structural constraint neural network

3 citations · 4 across the 14 of their papers we have counts for

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6 papers · 1 filter

cs.LG2026

STCFormer: Adaptive Spatio-Temporal Modeling with Dynamic Cluster Transformer for Station-based Weather Forecasting

Rongwen Li, Haixin Xie, Mingyang Wang +5

Station-based weather forecasting supports daily life and economic activity, yet accurate forecasts require modeling complex spatial dependencies among stations. Recent clustering-…

cs.LG2026

MWeather: A Benchmark for Joint Multi-Station and Multi-Variable Weather Forecasting

Rongwen Li, Xiao Wang, Mingyang Wang +4

Station weather forecasting is fundamentally shaped by both complex spatial dependencies across stations and strong physical coupling among weather variables. However, existing stu…

cs.CV2026

ProjFormer: Point Cloud Completion via Geometric-Projective Transformer and Cross-Modal Semantic Constraints

Sheng Liu, Meng Wang, Ruihui Li +3

Point cloud completion is inherently ill-posed due to severe sparsity and ambiguity in partial observations. Existing multi-view methods alleviate this by incorporating 2D semantic…

cs.HC2026

Human-Guided Causal Knowledge Injection for Virtual Cells

Pengcheng Wang, Changjian Chen, Zhuo Tang +4

Virtual cells employ machine learning models to simulate and predict cellular behaviors, serving as a critical computational framework for investigating health and disease. Injecti…

cs.CV2026

Geospatial-Prior Guidance for 3D Semantic Scene Completion

Meng Wang, Shougao Zhang, Wenzhe He +4

Inferring complete 3D geometry and semantics from onboard images remains challenging because occlusions and restricted fields of view leave large scene regions underconstrained. Al…

cs.DB2026

MCI-SQL: Text-to-SQL with Metadata-Complete Context and Intermediate Correction

Qin Wang, Youhuan Li, Suixi Lin +5

Text-to-SQL aims to translate natural language queries into SQL statements. Existing methods typically follow a pipeline of pre-processing, schema linking, candidate SQL generation…