Collin Burns's starred repositories

dino

PyTorch code for Vision Transformers training with the Self-Supervised learning method DINO

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marvin

✨ Build AI interfaces that spark joy

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PromptPapers

Must-read papers on prompt-based tuning for pre-trained language models.

generative_inpainting

DeepFill v1/v2 with Contextual Attention and Gated Convolution, CVPR 2018, and ICCV 2019 Oral

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RL4LMs

A modular RL library to fine-tune language models to human preferences

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chess-alpha-zero

Chess reinforcement learning by AlphaGo Zero methods.

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keyboard

⌨ Toward a more useful keyboard

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CLIP_prefix_caption

Simple image captioning model

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diplomacy_cicero

Code for Cicero, an AI agent that plays the game of Diplomacy with open-domain natural language negotiation.

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PrefixTuning

Prefix-Tuning: Optimizing Continuous Prompts for Generation

EfficientZero

Open-source codebase for EfficientZero, from "Mastering Atari Games with Limited Data" at NeurIPS 2021.

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natural-adv-examples

A Harder ImageNet Test Set (CVPR 2021)

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mistral

Mistral: A strong, northwesterly wind: Framework for transparent and accessible large-scale language model training, built with Hugging Face 🤗 Transformers.

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TruthfulQA

TruthfulQA: Measuring How Models Imitate Human Falsehoods

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linformer-pytorch

My take on a practical implementation of Linformer for Pytorch.

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unrestricted-adversarial-examples

Contest Proposal and infrastructure for the Unrestricted Adversarial Examples Challenge

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Awesome-Sentence-Embedding

A curated list of research papers in Sentence Reprsentation Learning and a sts leaderboard of sentence embeddings.

imagenet-r

ImageNet-R(endition) and DeepAugment (ICCV 2021)

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backprop

Backprop makes it simple to use, finetune, and deploy state-of-the-art ML models.

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elk

Keeping language models honest by directly eliciting knowledge encoded in their activations.

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PTR

Prompt Tuning with Rules

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treason

A clone of the card game Coup written in Node.js

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3db

A framework for analyzing computer vision models with simulated data

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interpretability

PAIR.withgoogle.com and friend's work on interpretability methods

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BIFI

[ICML 2021] Break-It-Fix-It: Unsupervised Learning for Program Repair

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xsum_hallucination_annotations

Faithfulness and factuality annotations of XSum summaries from our paper "On Faithfulness and Factuality in Abstractive Summarization" (https://www.aclweb.org/anthology/2020.acl-main.173.pdf).

pycallcc

Discount jupyter.

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natural-instructions-v1

Benchmarking Generalization to New Tasks from Natural Language Instructions

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awesome-disentanglement-in-nlp

A curated list of disentanglement in NLP. :-)