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Junhao Song

3 accepted papers

2026

Position: Quantum Program Generation Must Prioritize Validity Over Probabilistic Scaling

ICML 2026poster

The scaling hypothesis assumes that increasing model parameters yields emergent reasoning capabilities. This position paper argues that applying this probabilistic paradigm to generic quantum circuit synthesis is a category error. Unlike natural languages, quantum circuits require strict adherence t…

Cited by 0SourceScholar
2025

FasterCache: Training-Free Video Diffusion Model Acceleration with High Quality

ICLR 2025poster

In this paper, we present \textbf{\textit{FasterCache}}, a novel training-free strategy designed to accelerate the inference of video diffusion models with high-quality generation. By analyzing existing cache-based methods, we observe that \textit{directly reusing adjacent-step features degrades vid…

Cited by 6SourcePDFScholar
2025

MERMAID: Multi-perspective Self-reflective Agents with Generative Augmentation for Emotion Recognition

EMNLP 2025

Multimodal large language models (MLLMs) have demonstrated strong performance across diverse multimodal tasks, achieving promising outcomes. However, their application to emotion recognition in natural images remains underexplored. MLLMs struggle to handle ambiguous emotional expressions and implici

Cited by 0SourcePDFScholar