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Zhaoying Pan

3 accepted papers

2025

MASSW: A New Dataset and Benchmark Tasks for AI-Assisted Scientific Workflows

NAACL 2025findings

Scientific innovation relies on detailed workflows, which include critical steps such as contextualizing literature, generating ideas, validating ideas, interpreting results, and planning new research. Scientific publications that document these workflows are extensive and unstructured, making it di…

2025

Think Twice: Test-Time Reasoning for Robust CLIP Zero-Shot Classification

ICCV 2025poster

Contrastive Language-Image Pre-training (CLIP) models exhibit intriguing properties, particularly in their zero-shot classification capability. However, the reliability of CLIP zero-shot classification is severely undermined by spurious correlations. Existing efforts to enhance the robustness of zer…

2023

Self-Supervised Motion Magnification by Backpropagating Through Optical Flow

NeurIPS 2023poster

This paper presents a simple, self-supervised method for magnifying subtle motions in video: given an input video and a magnification factor, we manipulate the video such that its new optical flow is scaled by the desired amount. To train our model, we propose a loss function that estimates the opti…

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