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Feng Qiu

2 accepted papers

2026

Accelerated Dual Method for Distributed Optimization: An Inexact-Gradient View of Local Updates

ICML 2026poster

In distributed machine learning, efficiently training across multiple agents with heterogeneous data distributions remains a central challenge. We address the problem of stochastic, strongly convex distributed optimization by applying accelerated gradient ascent to the dual variables and multi-step …

Cited by 0SourceScholar
2026

DoFlow: Flow-based Generative Models for Interventional and Counterfactual Forecasting on Time Series

ICLR 2026poster

Time-series forecasting increasingly demands not only accurate observational predictions but also causal forecasting under interventional and counterfactual queries in multivariate systems. We present DoFlow, a flow-based generative model defined over a causal Directed Acyclic Graph (DAG) that deliv…

Cited by 0SourceScholar