Reviews by Year

RLHF + InstructGPT

less than 1 minute read

Papers Paper URL Abstract Training language models to follow instructions with human feedback URL ...

Stable diffusion + DreamBooth + LoRA

1 minute read

Stable diffusion URL “High-Resolution Image Synthesis with Latent Diffusion Models”

Emergent Abilities of LLM + ICLR

1 minute read

Emergent Abilities of Large Language Models URL “an ability to be emergent if it is not present in smaller models but is present in larger models. Thus...

DiffDock + ESMfold

less than 1 minute read

Papers Paper URL Abstract Evolutionary-scale prediction of atomic level protein structure with a language mo...

Decision Transformers

1 minute read

Decision Transformer: Reinforcement Learning via Sequence Modeling Lili Chen, Kevin Lu, Aravind Rajeswaran, Kimin Lee, Aditya Grover, Michael Laskin, Piet...

A Generalist Agent + offline RL + UniMask

less than 1 minute read

Papers Paper URL Abstract

Introductory reads on DeepLearning

less than 1 minute read

Type Papers Paper URL Our Slides Dr Qi Survey of 10 DeepLearning (DL) trends different from clas...

Interpretable Deep Learning

1 minute read

Index Papers Our Slides 0 A survey on Interpreting Deep Learning Models Eli Survey ...

Trustworthy Deep Learning

less than 1 minute read

Index Papers Our Slides 1 BIAS ALSO MATTERS: BIAS ATTRIBUTION FOR DEEP NEURAL NETWORK EXPLANATION ...

A few applications of Deep Learning

less than 1 minute read

Index Papers Our Slides 1 Protein 3D Structure Computed from Evolutionary Sequence Variation Ars...

Optimization and New Loss in Deep Learning

less than 1 minute read

Index Papers Our Slides 1 Review on Semi-Supervised Learning Zhe Survey 2 ...

Meta Deep Learning

less than 1 minute read

Index Papers Our Slides 1 Invariant Risk Minimization Zhe Survey 2 Causal ...

Deep Reinforcement Learning

less than 1 minute read

Index Papers Our Slides 1 Actor-Critic Methods for Control Jake Survey 2 G...

Latent and Generative Deep Learning

less than 1 minute read

Index Papers Our Slides 1 Beta VAE, Ladder VAE, Causal VAE Arsh Survey 2 L...

GNN and Transformer

less than 1 minute read

Index Papers Our Slides 1 Graph Convolutions: More than You Wanted to Know Derrick Survey ...

Learning Relation from Data with Deep Learning

less than 1 minute read

Index Papers Our Slides 1 A Flexible Generative Framework for Graph-based Semi-supervised Learning ...

deep2reproduce 2019 Fall - 1Analysis papers

less than 1 minute read

deep2reproduce 2019 Fall - 2Architecture papers

less than 1 minute read

deep2reproduce 2019 Fall - 3Reliable papers

less than 1 minute read

deep2reproduce 2019 Fall - 5Generative papers

less than 1 minute read

deep2reproduce 2019 Fall - 6Reinforcement papers

less than 1 minute read

deep2reproduce 2019 Fall - 7MetaDomain papers

less than 1 minute read

deep2reproduce 2019 Fall - 8Scalable papers

less than 1 minute read

A general survey

less than 1 minute read

Presenter Papers Paper URL Our Slides Dr Qi Survey of Recent DeepLearning to 12 Groups / PDF ...

GNN to Understand

less than 1 minute read

Presenter Papers Paper URL Our Slides Understand Faithful and Customizable Explanations of Black...

GNN for NLP QA

less than 1 minute read

Presenter Papers Paper URL Our Slides QA A Comparison of Current Graph Database Models Pdf...

Edge and Dynamic computing

less than 1 minute read

Presenter Papers Paper URL Our Slides Edge MobileNets: Efficient Convolutional Neural Networks f...

GNN and scalable

less than 1 minute read

Presenter Papers Paper URL Our Slides Scalable FastGCN: Fast Learning with Graph Convolutional N...

GNN for Graph Generation

less than 1 minute read

Presenter Papers Paper URL Our Slides Generate Maximum-Likelihood Augmented Discrete Generative ...

GNN Robustness

less than 1 minute read

Presenter Papers Paper URL Our Slides Robust Adversarial Attacks on Graph Structured Data ...

Geometric Deep Learning

less than 1 minute read

Presenter Papers Paper URL Our Slides spherical Spherical CNNs Pdf Fuwen PDF + Arsh...

GNN for Program Analysis

1 minute read

Presenter Papers Paper URL Our Slides Program Neural network-based graph embedding for cross-pla...

GNN for BioMed Applications

1 minute read

Presenter Papers Paper URL Our Slides Bio KDEEP: Protein–Ligand Absolute Binding Affinity Predic...

GNN Basics II - Deep Learning Advances on Graphs

less than 1 minute read

Presenter Papers Paper URL Our Slides Matching Deep Learning of Graph Matching, PDF+ PDF ...

GNN Basics I - Deep Learning Advances on Graphs

1 minute read

Presenter Papers Paper URL Our Notes Basics GraphSAGE: Large-scale Graph Representation Learning...

Generate18- Deep Generative Models for discrete

less than 1 minute read

Presenter Papers Paper URL Our Slides Tkach Boundary-Seeking Generative Adversarial Networks ...

Generate18- Deep Generative Models for Graphs

less than 1 minute read

Presenter Papers Paper URL Our Slides Arshdeep Constrained Graph Variational Autoencoders for Mo...

Application18- DNN for QA and MedQA

less than 1 minute read

Presenter Papers Paper URL Our Slides Bill Seq2SQL: Generating Structured Queries from Natural L...

Reliable18- Adversarial Attacks and DNN

less than 1 minute read

Presenter Papers Paper URL Our Slides Jennifer Adversarial Attacks Against Medical Deep Learning...

Reliable18- Adversarial Attacks and DNN

less than 1 minute read

Presenter Papers Paper URL Our Slides Bill Adversarial Examples that Fool both Computer Vision a...

Structure18- DNNs Varying Structures

less than 1 minute read

Presenter Papers Paper URL Our Slides Arshdeep Learning Transferable Architectures for Scalable ...

Application18- Graph DNN in a Few Bio Tasks

less than 1 minute read

Presenter Papers Paper URL Our Slides Eric Modeling polypharmacy side effects with graph convolu...

Application18- DNNs in a Few Bio CRISPR Tasks

less than 1 minute read

Presenter Papers Paper URL Our Slides Arshdeep deepCRISPR: optimized CRISPR guide RNA design by ...

Reliable18- Understand DNNs

less than 1 minute read

Presenter Papers Paper URL Our Slides Jack A Unified Approach to Interpreting Model Predictions ...

Structures18- DNN for Relations

less than 1 minute read

Presenter Papers Paper URL Our Slides Arshdeep Relational inductive biases, deep learning, and g...

Survey18- My Tutorial Talk at ACM BCB18 - Interpretable Deep Learning for Genomics

1 minute read

Presenter Papers Paper URL Our Slides Dr. Qi Making Deep Learning Understandable for Analyzing S...

Application18- A few DNN for Question Answering

1 minute read

Presenter Papers Paper URL Our Slides Derrick GloVe: Global Vectors for Word Representation ...

Generative18 -A few more deep discrete Generative Models

4 minute read

Presenter Papers Paper URL Our Slides Arshdeep The Concrete Distribution: A Continuous Relaxatio...

Application18- DNNs in a Few BioMedical Tasks

3 minute read

Presenter Papers Paper URL Our Slides Arshdeep DeepLesion: automated mining of large-scale lesio...

Reliable18- Testing and Verifying DNNs

1 minute read

Presenter Papers Paper URL Our Slides GaoJi Deep Reinforcement Fuzzing, Konstantin Böttinger, Pa...

Reliable18- Adversarial Attacks and DNN and More

less than 1 minute read

Presenter Papers Paper URL Our Slides Bill Seq2Sick: Evaluating the Robustness of Sequence-to-Se...

Reliable18- Adversarial Attacks and DNN

5 minute read

Presenter Papers Paper URL Our Slides Bill Intriguing Properties of Adversarial Examples, Ekin D...

Structures18- DNN for Multiple Label Classification

less than 1 minute read

Presenter Papers Paper URL Our Slides Chao Maximizing Subset Accuracy with Recurrent Neural Netw...

Structures18- More Attentions

3 minute read

Presenter Papers Paper URL Our Slides Arshdeep Show, Attend and Tell: Neural Image Caption Gener...

Generative18 -Generative Adversarial Network (classified)

less than 1 minute read

Presenter Papers Paper URL Our Slides BrandonLiu Summary of Recent Generative Adversarial Networ...

Survey18- My Survey Talk at UVA HMI Seminar - A quick and rough overview of DNN

less than 1 minute read

Presenter Papers Paper URL Our Slides Dr. Qi A quick and rough survey of Deep-Neural-Networks ...

Application18- Property of DeepNN Models and Discrete tasks

2 minute read

Presenter Papers Paper URL Our Slides Bill Google’s Neural Machine Translation System: Bridging ...

RL IV - RL with varying structures

4 minute read

Presenter Papers Paper URL Our Slides Ceyer Reinforcement Learning with Unsupervised Auxiliary T...

RL III - Basic tutorial RLSS17 (2)

2 minute read

Presenter Papers Paper URL Our Slides Anant The Predictron: End-to-End Learning and Planning, IC...

RL II - Basic tutorial RLSS17

1 minute read

Presenter Papers Paper URL Our Slides Jack Hasselt - Deep Reinforcement Learning RLSS17.pd...

Generative III - GAN training

3 minute read

Presenter Papers Paper URL Our Slides Arshdeep Generalization and Equilibrium in Generative Adve...

Generative II - Deep Generative Models

3 minute read

Presenter Papers Paper URL Our Slides ChaoJiang Courville - Generative Models II DLSS17Sli...

Optimization IV - change DNN architecture for Optimization

1 minute read

Presenter Papers Paper URL Our Slides Shijia Professor Forcing: A New Algorithm for Training Rec...

Optimization III - Optimization for DNN

3 minute read

Presenter Papers Paper URL Our Slides GaoJi Forward and Reverse Gradient-Based Hyperparameter Op...

Optimization II - DNN for Optimization

3 minute read

Presenter Papers Paper URL Our Slides GaoJi Neural Architecture Search with Reinforcement Learni...

Optimization I - Understanding DNN Optimization

3 minute read

Presenter Papers Paper URL Our Slides Ceyer An overview of gradient optimization algorithms, 1 ...

Reliable Applications VI - Robustness2

3 minute read

Presenter Papers Paper URL Our Slides Tianlu Robustness of classifiers: from adversarial to rand...

Reliable Applications IV - Robustness

3 minute read

Presenter Papers Paper URL Our Slides GaoJi Delving into Transferable Adversarial Examples and B...

Reliable Applications III - Interesting Tasks

3 minute read

Presenter Papers Paper URL Our Slides Jack Learning to Query, Reason, and Answer Questions On Am...

Reliable Applications II - Data privacy

4 minute read

Presenter Papers Paper URL Our Slides Xueying Semi-supervised Knowledge Transfer for Deep Learni...

Reliable Applications V - Understanding2

1 minute read

Presenter Papers Paper URL Our Slides Rita Visualizing Deep Neural Network Decisions: Prediction...

Reliable Applications I - Understanding

2 minute read

Presenter Papers Paper URL Our Slides Rita Learning Important Features Through Propagating Activ...

Structure VI - DNN with Adaptive Structures

3 minute read

Presenter Papers Paper URL Our Slides Anant AdaNet: Adaptive Structural Learning of Artificial N...

Structure V - DNN with Attention 3

2 minute read

Presenter Papers Paper URL Our Slides Tianlu Ask Me Anything: Dynamic Memory Networks for Natura...

Structure IV - DNN with Attention 2

2 minute read

Presenter Papers Paper URL Our Slides Jack Attend, Adapt and Transfer: Attentive Deep Architectu...

Structure III - DNN with Attention

2 minute read

Presenter Papers Paper URL Our Slides Rita Paying More Attention to Attention: Improving the Per...

Structure II - DNN with Varying Structures

2 minute read

Presenter Papers Paper URL Our Slides Shijia Outrageously Large Neural Networks: The Sparsely-Ga...

Structure I - Varying DNN structures

3 minute read

Presenter Papers Paper URL Our Slides Jack Learning End-to-End Goal-Oriented Dialog, ICLR17 1 ...

Theoretical17 VI - More about Behaviors of DNN

3 minute read

Presenter Papers Paper URL Our Slides SE Equivariance Through Parameter-Sharing, ICML17 1 ...

Theoretical17 V - More about Behaviors of DNN

3 minute read

Presenter Papers Paper URL Our Slides Ceyer A Closer Look at Memorization in Deep Networks, ICML...

Theoretical17 IV - Investigating Behaviors of DNN

1 minute read

Presenter Papers Paper URL Our Slides Beilun Learning Deep Parsimonious Representations, NIPS16 ...

Theoretical17 III - Investigating Behaviors of DNN

2 minute read

Presenter Papers Paper URL Our Slides Rita On the Expressive Power of Deep Neural Networks 1 ...

Generative I - GAN tutorial by Ian Goodfellow

less than 1 minute read

Presenter Papers Paper URL Our Slides NIPS 2016 ganerative adversarial network tutorial (NIPS 20...

Reinforcement I - Pineau - RL Basic Concepts

less than 1 minute read

Pineau - RL Basic Concepts

Theoretical17 II - Ganguli - Theoretical Neuroscience and Deep Learning DLSS16

less than 1 minute read

Ganguli - Theoretical Neuroscience and Deep Learning

Basic17 -Andrew Ng - Nuts and Bolts of Applying Deep Learning

less than 1 minute read

Presenter Papers Paper URL Our Slides NIPS16 Andrew Ng - Nuts and Bolts of Applying Deep Learnin...

Reliable17-Testing and Machine Learning Basics

2 minute read

Presenter Papers Paper URL Our Slides GaoJi A few useful things to know about machine learning ...

Structures17 - Adaptive Deep Networks II

5 minute read

Presenter Papers Paper URL Our Slides Arshdeep Image Question Answering using Convolutional Neur...

Structures17 -Adaptive Deep Networks I

3 minute read

Presenter Papers Paper URL Our Slides Arshdeep HyperNetworks, David Ha, Andrew Dai, Quoc V. Le I...

Generative17- Generative Deep Networks

less than 1 minute read

Presenter Papers Paper URL Our Slides Tobin Energy-Based Generative Adversarial Network 1 ...

Optimization17- Optimization in DNN

4 minute read

Presenter Papers Paper URL Our Slides Muthu Optimization Methods for Large-Scale Machine Learnin...

Reliable17-Secure Machine Learning

1 minute read

Presenter Papers Paper URL Our Slides Tobin Summary of A few Papers on: Machine Learning and Cry...

Basic BioMed Application Reads we finished before 2017

less than 1 minute read

Presenter Papers Paper URL Our Slides DeepBind Predicting the sequence specificities of DNA- and...

Basic16- DNN to be Scalable

4 minute read

Presenter Papers Paper URL Our Slides scalable Sanjiv Kumar (Columbia EECS 6898), Lecture: Intro...

Basic16- Basic Deep NN and Robustness

1 minute read

Presenter Papers Paper URL Our Slides AE Intriguing properties of neural networks / PDF ...

Basic16- Basic Deep NN with Memory

2 minute read

Presenter Papers Paper URL Our Slides seq2seq Sequence to Sequence Learning with Neural Networks...

Basic16- Basic DNN Reads we finished for NLP/Text

less than 1 minute read

Presenter Papers Paper URL Our Slides NLP A Neural Probabilistic Language Model PDF ...

Basic16- Basic DNN Embedding we read for Ranking/QA

less than 1 minute read

Presenter Papers Paper URL Our Slides QA Learning to rank with (a lot of) word features PD...