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Kailang Ma's Projects

annotated_deep_learning_paper_implementations icon annotated_deep_learning_paper_implementations

🧑‍🏫 60 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

awesome-llm-safety icon awesome-llm-safety

A curated list of security-related papers, articles, and resources focused on Large Language Models (LLMs). This repository aims to provide researchers, practitioners, and enthusiasts with insights into the security implications, challenges, and advancements surrounding these powerful models.

bart-word-orderer icon bart-word-orderer

Code for "On the Role of Pre-trained Language Models in Word Ordering: A Case Study with BART, COLING 2022"

clip icon clip

CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image

dalle2-pytorch icon dalle2-pytorch

Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network, in Pytorch

detr icon detr

End-to-End Object Detection with Transformers

film icon film

Official repo for the paper: Recovering Private Text in Federated Learning of Language Models (in NeurIPS 2022)

flowpic icon flowpic

T. Shapira and Y. Shavitt, "FlowPic: A Generic Representation for Encrypted Traffic Classification and Applications Identification," in IEEE Transactions on Network and Service Management, doi: 10.1109/TNSM.2021.3071441.

gifd icon gifd

[ICCV-2023] Gradient inversion attack, Federated learning, Generative adversarial network.

gpt-2 icon gpt-2

Code for the paper "Language Models are Unsupervised Multitask Learners"

ilrg icon ilrg

Instance-wise Batch Label Restoration via Gradients In Federated Learning (ICLR 2023)

imagen-pytorch icon imagen-pytorch

Implementation of Imagen, Google's Text-to-Image Neural Network, in Pytorch

keras-yolo3 icon keras-yolo3

A Keras implementation of YOLOv3 (Tensorflow backend)

lamp icon lamp

LAMP: Extracting Text from Gradients with Language Model Priors (NeurIPS '22)

langchain icon langchain

⚡ Building applications with LLMs through composability ⚡

llm-sp icon llm-sp

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

musiclm-pytorch icon musiclm-pytorch

Implementation of MusicLM, Google's new SOTA model for music generation using attention networks, in Pytorch

open-assistant icon open-assistant

OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.

segment-anything icon segment-anything

The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.

sratta icon sratta

Implementation of the SRATTA paper

streamsync icon streamsync

No-code in the front, Python in the back. An open-source framework for creating data apps.

subspace_dip icon subspace_dip

Subspace Deep Image Prior, optimizing on a parameter subspace extracted from pretraining

swin-transformer icon swin-transformer

This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".

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