output
19972026
most citedDehazeNet: An End-to-End System for Single Image Haze Removal

3.4k citations

1,316 papers

q-fin.CP2026

Simulation of stochastic volatility models via operator splitting schemes

Lilian Hu, Congxin He, Yue Kuen Kwok +1

The standard Euler discretization schemes for numerical option pricing under stochastic volatility models are known to exhibit high biases and potential unreliability. The alternat…

q-fin.CP2026

Efficient simulation schemes for pricing options under the Ornstein--Uhlenbeck driven stochastic volatility model

Congxin He, Yue Kuen Kwok

We develop an efficient Monte Carlo simulation scheme for pricing options under the Ornstein-Uhlenbeck driven stochastic volatility model via the operator splitting approach. With…

cs.LG2026

CEDAR: Controlled and Event-Driven Demand Forecasting via Residual Decomposition

Junjie Meng, Ranxu Zhang, Zi-an Zhang +6

Forecasting in large-scale e-commerce marketplaces is increasingly required to support planning: merchants need to evaluate sales outcomes under future action sequences such as bud…

cs.CV2026

One Patch Is Enough: Reinforcement-Optimized Visual Token Grounding for MLLM-Based Scene Text Spotting

Rui Tang, Wentao Yang, Peirong Zhang +4

Scene text spotting requires high-precision alignment between textual recognition and spatial localization. While visual-token grounding has emerged as a promising formulation for…

cs.SD2026

BeatEdit: Symbolic Music Generation as Explicit Editing

Haoyu Gu, Lekai Qian, Haowu Zhou +2

Music creation is fundamentally a process of revision. Yet symbolic music generation remains dominated by paradigms that produce complete sequences from scratch, with limited suppo…

cs.CV2026

SafeBuild-Bench: A Temporal-Robust Construction Safety Benchmark with Graph-Enhanced Data Mining

Yi Cui, Zilin Wang, Yijie Xu +5

Construction-safety models must handle concrete deployment risks, such as a worker standing near a scaffold edge without guardrails, rather than only recognize common objects in cu…