Convert scipy sparse matrix to torch sparse tensor

Truncate text to fit within token limit.

Compute velocity field v_θ(t, x_t)

Search Bing using the API, and return the results formatted in Markdown. Args: query: The search query to issue Returns:

Make a Bing API call, and return a Python representation of the JSON response." Args: query: The search query to issue R

Clean reference section formatting.

Clean and format the text.

Detect and split text into columns.

Encode an image to base64.

Extract mathematical equations from text.

Extract figures and their captions.

Extract references section.

Extract equations, tables, figures, and references.

Extract tables from text.

Try multiple extraction methods with fallback.

Extract text with column awareness.

Extract text while preserving layout.

When no Bing API key is provided, we issue a simple HTTPs GET call to the Bing landing page and convert it to Markdown. Args: que

Render a local directory listing in HTML to assist with local file browsing via the "file://" protocol. Through rendered in HTML, later parts

Fetch a page using the requests library. Then convert it to Markdown, and set `page_content` (which splits the content into pages as necessary.

Find the starting position of the introduction section.

Check if text has incorrectly merged columns.

Enhanced section title detection.

Merge columns with proper formatting.

Process and clean extracted text.

Remove content before the introduction section.

Restore extracted special elements to the text.

Simple PDF text extraction method.

Split the page contents into pages that are approximately the viewport size. Small deviations are permitted to ensure words are not broken.

Run comprehensive ablation study.

Add all code files in the specified directory to the memory. Args: directory (str): The directory path containin

调整markdown标题级别，确保不与主标题冲突

Analyze how representations evolve during diffusion process

Analyze and visualize all experimental results.

Anonymize a paper and its source papers

Project encoder output to bounded range using temperature-scaled tanh. Args: z (torch.Tensor): Encoder output tensor Retu

Calculate Bayesian Personalized Ranking loss

Calculate contrastive loss for self-supervised learning

Calculate FID score between real and generated images. Args: real_images: Batch of real images generated_imag

Calculate total loss combining BPR and contrastive loss

Use this function when the case is resolved and no further actions are needed. Please encapsulate your final answer (answer ONLY) within <solutio

Check if the token is valid

check if the container has port mapping return format: - if the container exists and has port mapping: '0.0.0.0:12345->12345/tcp' - i

清理 .tex 文件开头和结尾包含 ``` 的行

遍历文件夹，处理所有 .tex 文件

Replace all punctuation with spaces and clean up multiple spaces

Replace all punctuation with spaces and clean up multiple spaces

Run comparative study across datasets.

编译包含多个文件的LaTeX项目 Args: project_dir (str): 项目目录的路径 main_tex_file (str): 主tex文件的名称