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Ruiqi Yang

2 accepted papers

2026

Efficient Submodular Maximization for Sums of Concave over Modular Functions

ICLR 2026poster

Submodular maximization has broad applications in machine learning, network design, and data mining. However, classical algorithms often suffer from prohibitively high computational costs, which severely limit their scalability in practice. In this work, we focus on maximizing Sums of Concave over M…

Cited by 0SourceScholar
2026

RE-TRAC: REcursive TRAjectory Compression for Deep Search Agents

ICML 2026poster

LLM-based deep research agents are largely built on the ReAct framework. This linear design makes it difficult to revisit earlier states, branch into alternative search directions, or maintain global awareness under long contexts, often leading to local optima, redundant exploration, and inefficient…

Cited by 0SourceScholar