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Georgios Chochlakis's Projects

baselines icon baselines

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

capsules-utils icon capsules-utils

Fully vectorized and interpretable Pytorch implementation of capsule layers (and CapsNet) as described in the NIPS 2017 paper 'Dynamic Routing Between Capsules' by S. Sabour, N. Frosst and G.E. Hinton.

cnn-based-rsa-for-neural-affective-responses icon cnn-based-rsa-for-neural-affective-responses

Shared & Cross-Modal Patterns in Neural Affective Responses: find and compare similarities between different stimuli and neural responses; align different computational or conceptual stimuli representations to neural responses; identify emotions based on salient brain regions

demux-memo icon demux-memo

[ICASSP'23] This repo contains code for the Demux & MEmo emotion recognition models (https://arxiv.org/abs/2210.15842), as well as code to leverage the emotion embeddings of Demux to perform zero-shot knowledge transfer (https://arxiv.org/abs/2211.00171).

ekphrasis icon ekphrasis

Ekphrasis is a text processing tool, geared towards text from social networks, such as Twitter or Facebook. Ekphrasis performs tokenization, word normalization, word segmentation (for splitting hashtags) and spell correction, using word statistics from 2 big corpora (english Wikipedia, twitter - 330mil english tweets).

ember icon ember

Basic utils and base classes for training and evaluating models in PyTorch

gridparse icon gridparse

An ArgumentParser that supports your grid-search needs.

legm icon legm

Your personal general manager for sound ML experimentation

mnist-vae icon mnist-vae

Code used for the results presented in my Thinking AIoud blogpost (https://thinking-ai-aloud.blogspot.com/2020/11/variational-autoencoders-vae-hands-on.html)

stackgan-pp icon stackgan-pp

Unofficial PyTorch implementation of StackGAN++: Realistic Image Synthesis with Stacked Generative Adversarial Networks, Zhang et al., PAMI 2019.

subreddit_analysis icon subreddit_analysis

This was initially the repo for the project of PSYC626@USC of Asaf Mazar, Millad Kassaie and Georgios Chochlakis named "Powered by the Will? Exploring Lay Theories of Behavior Change through Social Media"

vault icon vault

This repo contains the original implementation of VAuLT, the Vision-and-Augmented-Language Transformer. We provide instructions to download some multimodal social-media datasets, and scripts to experiment with. VAuLT is a stack of Transformers, a LM like BERT that preprocesses the text input of ViLT

z2fsl icon z2fsl

Official PyTorch implementation of "End-to-end Generative Zero-shot Learning via Few-shot Learning" and the Z2FSL framework (https://arxiv.org/pdf/2102.04379.pdf).

z2fsl-tfvaegan icon z2fsl-tfvaegan

Official repository with Pytorch Z2FSL implementation of TF-VAEGAN (not in a proper working state yet)

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