Author

Klara Nahrstedt

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Preprint Oct 2026

StreamClarify: Proactive Clarification for Grounded Streaming Video Question Answering

Streaming video question answering (QA) requires real-time reasoning over continuous video streams under strict latency and active-context budgets. Current streaming vision-language models (VLMs) often give confident yet ungrounded answers when queries are ambiguous or have false premises, or when relevant visual evide...

Zhu-Chen Shao, Bo Chen, Klara Nahrstedt · 0 citations

Preprint Sep 2026

Toward Quantum Software Automation: A Quantum-Aware Harness for LLM-Guided Evolution

Quantum software is critical for improving the efficiency and reliability of scarce quantum hardware. However, its design still relies heavily on ad-hoc, handcrafted heuristics that are often suboptimal and quickly become obsolete as quantum hardware evolves. LLM-guided evolutionary search offers a promising way to aut...

Lily Jiaxin Wan, De-Ming Chen, Klara Nahrstedt et al. · 0 citations

Jul 2026

SVR-R1: Bootstrapping Multi-modal Reasoning with Self-verification in Reinforcement Learning

Self-Verified Reasoner (SVR-R1), a multi-turn RL framework that turns a model's own verification into a learning signal for multimodal reasoning, is introduced, offering a simple yet effective recipe for bootstrapping multimodal reasoning.

Mingyuan Wu, Jingcheng Yang, Shengyi Qian et al. · arXiv.org · 0 citations