Search Results for author: Tomasz Kornuta

Found 11 papers, 3 papers with code

Multi-Agent Dynamic Pricing in a Blockchain Protocol Using Gaussian Bandits

2 code implementations13 Dec 2022 Alexis Asseman, Tomasz Kornuta, Anirudh Patel, Matt Deible, Sam Green

The Graph Protocol indexes historical blockchain transaction data and makes it available for querying.

Transfer Learning in Visual and Relational Reasoning

no code implementations27 Nov 2019 T. S. Jayram, Vincent Marois, Tomasz Kornuta, Vincent Albouy, Emre Sevgen, Ahmet S. Ozcan

Transfer learning has become the de facto standard in computer vision and natural language processing, especially where labeled data is scarce.

Question Answering Relational Reasoning +3

PyTorchPipe: a framework for rapid prototyping of pipelines combining language and vision

1 code implementation18 Oct 2019 Tomasz Kornuta

The paper introduces PyTorchPipe (PTP), a framework built on top of PyTorch.

Leveraging Medical Visual Question Answering with Supporting Facts

no code implementations28 May 2019 Tomasz Kornuta, Deepta Rajan, Chaitanya Shivade, Alexis Asseman, Ahmet S. Ozcan

In this working notes paper, we describe IBM Research AI (Almaden) team's participation in the ImageCLEF 2019 VQA-Med competition.

Medical Visual Question Answering Multi-Task Learning +2

On transfer learning using a MAC model variant

no code implementations15 Nov 2018 Vincent Marois, T. S. Jayram, Vincent Albouy, Tomasz Kornuta, Younes Bouhadjar, Ahmet S. Ozcan

We introduce a variant of the MAC model (Hudson and Manning, ICLR 2018) with a simplified set of equations that achieves comparable accuracy, while training faster.

Transfer Learning

Using Multi-task and Transfer Learning to Solve Working Memory Tasks

no code implementations28 Sep 2018 T. S. Jayram, Tomasz Kornuta, Ryan L. McAvoy, Ahmet S. Ozcan

We propose a new architecture called Memory-Augmented Encoder-Solver (MAES) that enables transfer learning to solve complex working memory tasks adapted from cognitive psychology.

Multi-Task Learning

Learning to Remember, Forget and Ignore using Attention Control in Memory

no code implementations28 Sep 2018 T. S. Jayram, Younes Bouhadjar, Ryan L. McAvoy, Tomasz Kornuta, Alexis Asseman, Kamil Rocki, Ahmet S. Ozcan

Typical neural networks with external memory do not effectively separate capacity for episodic and working memory as is required for reasoning in humans.

Object-based reasoning in VQA

no code implementations29 Jan 2018 Mikyas T. Desta, Larry Chen, Tomasz Kornuta

Visual Question Answering (VQA) is a novel problem domain where multi-modal inputs must be processed in order to solve the task given in the form of a natural language.

Object object-detection +3

Surprisal-Driven Zoneout

no code implementations24 Oct 2016 Kamil Rocki, Tomasz Kornuta, Tegan Maharaj

We propose a novel method of regularization for recurrent neural networks called suprisal-driven zoneout.

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