Xinlei He's starred repositories

DeepSpeed

DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

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vllm

A high-throughput and memory-efficient inference and serving engine for LLMs

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llama-recipes

Scripts for fine-tuning Meta Llama3 with composable FSDP & PEFT methods to cover single/multi-node GPUs. Supports default & custom datasets for applications such as summarization and Q&A. Supporting a number of candid inference solutions such as HF TGI, VLLM for local or cloud deployment. Demo apps to showcase Meta Llama3 for WhatsApp & Messenger.

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ML-Papers-of-the-Week

🔥Highlighting the top ML papers every week.

lm-evaluation-harness

A framework for few-shot evaluation of language models.

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mergekit

Tools for merging pretrained large language models.

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secretflow

A unified framework for privacy-preserving data analysis and machine learning

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CVinW_Readings

A collection of papers on the topic of ``Computer Vision in the Wild (CVinW)''

natural-instructions

Expanding natural instructions

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vec2text

utilities for decoding deep representations (like sentence embeddings) back to text

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Awesome-LM-SSP

A reading list for large models safety, security, and privacy (including Awesome LLM Security, Safety, etc.).

llm-sp

Papers and resources related to the security and privacy of LLMs 🤖

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Awesome-LLM-Watermark

UP-TO-DATE LLM Watermark paper. 🔥🔥🔥

haltt4llm

This project is an attempt to create a common metric to test LLM's for progress in eliminating hallucinations which is the most serious current problem in widespread adoption of LLM's for many real purposes.

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Awesome-Machine-Generated-Text

Continuously updated list of related resources for generative LLMs like GPT and their analysis and detection.

ai-detection-paraphrases

Official repository for our NeurIPS 2023 paper "Paraphrasing evades detectors of AI-generated text, but retrieval is an effective defense" (https://arxiv.org/abs/2303.13408).

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AI-Security-and-Privacy-Events

A curated list of academic events on AI Security & Privacy

TransferAttackEval

Revisiting Transferable Adversarial Images (arXiv)

ICLR2023-OpenReviewData

Crawl & Visualize ICLR 2023 Data from OpenReview

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TePA

[S&P'24] Test-Time Poisoning Attacks Against Test-Time Adaptation Models

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ML-Doctor

Code for ML Doctor

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