Papers I Read Notes and Summaries

Gossip based Actor-Learner Architectures for Deep RL


How to train your MAML

Introduction

  • The paper proposes MAML++ - a modification of MAML algorithm that...


PHYRE - A New Benchmark for Physical Reasoning

Introduction

  • The paper proposes the PHYRE (PHYsical REasoning) benchmark - consisting of...


Large Memory Layers with Product Keys

Introduction

  • The paper proposes a structured key-value memory layer that:
    • Can scale...

Abductive Commonsense Reasoning

Introduction

  • The paper presents the task of abductive NLP (pronounced as alpha...


Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models

Introduction

  • The paper proposes a new algorithm called as Probabilistic Ensemble with...


Assessing Generalization in Deep Reinforcement Learning

  • The paper presents a benchmark and experimental protocol (environments, metrics, baselines, training/testing setup)...


Quantifying Generalization in Reinforcement Learning

Introduction

  • The paper introduces a new, procedurally generated environment called as CoinRun...


Set Transformer - A Framework for Attention-based Permutation-Invariant Neural Networks

Introduction

  • Consider problems where the input to the model is a set....


Measuring abstract reasoning in neural networks

Introduction

  • The paper proposes a dataset to diagnose the abstract reasoning capabilities...