output
20092026
most citedFederated Continual Learning via Knowledge Fusion: A Survey

116 citations

89 papers

cs.CL2026

Beyond Local Accuracy: A Protocol-Level Identifiability Audit for Controlled LLM Reasoning Evaluation

Junhao Luo, Ning Huang, Ziqi Sha +2

LLM benchmark scores can be precise even when the observation protocol does not identify the behavioral property they are intended to measure. In a controlled, solver-grounded sett…

cs.AI2026

GS-FUSE: Granger-Supervised Gated Fusion and Multi-Granularity Alignment for Event-Driven Financial Forecasting

Yang Zhang, En Chun, Ziyun Mao +2

Accurately forecasting the impact of salient financial events on markets is critical for investors and policymakers. However, existing multimodal time-series models typically fuse…

math.OC2026

Carbon-Driven Incentive Mechanism for Renewable Power-to-Ammonia Production in Coupled Carbon and Ammonia Markets

Yangjun Zeng, Huayan Geng, Yiwei Qiu +6

Renewable power-to-ammonia (ReP2A) production offers a promising pathway to decarbonize the power, transport and, chemical sectors, yet its competitiveness remains limited by high…

eess.IV2026

Task-Guided Prompting for Unified Remote Sensing Image Restoration

Wenli Huang, Yang Wu, Xiaomeng Xin +3

Remote sensing image restoration (RSIR) is essential for recovering high-fidelity imagery from degraded observations, enabling accurate downstream analysis. However, most existing…

math.OC2026

Mitigating Renewable-Induced Risks for Green and Conventional Ammonia Producers through Coordinated Production and Futures Trading

Huayan Geng, Yangjun Zeng, Yiwei Qiu

Renewable power-to-ammonia (ReP2A), which uses hydrogen produced from renewable electricity as feedstock, is a promising pathway for decarbonizing the energy, transportation, and c…

cs.LG2026

Traceable Latent Variable Discovery Based on Multi-Agent Collaboration

Huaming Du, Tao Hu, Yijie Huang +5

Revealing the underlying causal mechanisms in the real world is crucial for scientific and technological progress. Despite notable advances in recent decades, the lack of high-qual…