jrc1995 Goto Github PK

3d-cnn-keras

A simple 3D CNN in Keras for Lung Nodule Detection.

abstractive-summarization

Implementation of abstractive summarization using LSTM in the encoder-decoder architecture with local attention.

academicpages.github.io

Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes

auto-tldr-rake

Extractive Summarization based on RAKE.

auto-tldr-textrank

Extractive Summarization based on statements ranked using TextRank

beamrecursionfamily

beamtreerecursivecells

bert-disaster-classification-capsule-routing

Exploration of BERT-BiLSTM models with Layer Aggregation (attention-based and capsule-routing-based) and Hidden-State Aggregation (attention-based and capsule-routing-based).

bi-gru-crf-ner

Attempted implementation of a Bi-directional GRU followed by a linear-chain-CRF (from scratch) for Named Entity Recognition.

capsuleroutingencoders

In this work, we study and compare multiple capsule routing algorithms for text classification including dynamic routing, Heinsen routing, and capsule-routing inspired attention-based sentence encoding techniques like dynamic self-attention. Further, similar to some works in computer vision, we do an ablation test of the capsule network where we remove the routing algorithm itself. We analyze the theoretical connection between attention and capsule routing, and contrast the two ways of normalizing the routing weights. Finally, we present a new way to do capsule routing, or rather iterative refinement, using a richer attention function to measure agreement among output and input capsules and with highway connections in between iterations.

causal-inference

UIC CS-594 Causal Inference Project Fall 2019

chatbot

Hybrid Conversational Bot based on both neural retrieval and neural generative mechanism with TTS.

cogs

continuous-rvnn

Official Repository for "Modeling Hierarchical Structures with Continuous Recursive Neural Networks" (ICML 2021)

demonrangeroptimizer

Quasi Hyperbolic Rectified DEMON Adam/Amsgrad with AdaMod, Gradient Centralization, Lookahead, iterative averaging and decorrelated Weight Decay

dynamic-memory-network-plus

Implementation of Dynamic Memory Network Plus for Question-Answering. Tested on Induction tasks of bAbi 10K dataset.

entmax

The entmax mapping and its loss, a family of sparse softmax alternatives.

faux-reddit

CIS 761 Datatbase Project. Essentially a 'toy-Reddit-like' website. People can make accounts, comment, there are 'sub-forums' (sorry no capability to create new subforums for now) etc.

fuzzy-c-mean

Fuzzy C Mean Clustering on IRIS Dataset implemented in C.

gru-text-generator

Implementation of character level auto text generator using multilayered GRU in Keras

input-sensitivity-experimental

Just playing around with gradients - calculating influence of input pixels on the layer outputs of a CNN

inter-intra-attentions

An experimental custom seq-2-seq model with both layer-wise (inter-layer), and intra-layer attention (attention to previous hidden states of the same RNN unit) for abstractive summarization.

jrc1995.github.io

kg_one2set

Code for our ACL 2021 paper "One2Set: Generating Diverse Keyphrases as a Set"

kpdrop

Official Implementation of Keyphrase Dropout

machine-translation-transformers

Machine Translation using Transfromers

monotoniclocationattention

multilingual-bert-disaster

Resources for: Cross-Lingual Disaster-related Multi-label Tweet Classification with Manifold Mixup (ACL SRW 2020)

neural_net_evolution

Learning Neural Net Parameters using Evolutionary Strategies

qa-babi-r_net

Attempted implementation of a minimal R-NET (with a different answer layer). Trained and tested only on the induction tasks of bAbi 10k dataset.