Projects
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Sequence generation is important because we need it to solve real life problems such as machine translation, document summarization , question generation , sentence generation, as well as many image and video captioning tasks that are developed at MSR in…
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Increasing the compositional power of Transformer with Tensor Product Representations. This project seeks to improve the compositional power of the Transformer model by leveraging critical theoretical properties of Tensor Product Representations (TPR’s). Several new diagnostic datasets for systematicity and compositionality…
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To build a machine learning based intelligent system, we often need to collect training labels and feed them into the system. A useful lesson in machine learning is that “more data beats a clever algorithm”. In the current days, through…
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Machine learning, in particular Large Language Models, has shown great promise at automating several aspects of programming and software development such as coding, testing, integration, static analysis, verification etc. in recent years. In this project, we leverage and extend large…
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Embedding symbolic computation within neural computation via Tensor Product Representations This is the long term project to embed symbolic computation within neural computation via Tensor Product Representations, using continuous structured representations for deeper, more fluid and general knowledge representation than…
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Implementing a Neural Blackboard with Tensor Product Representation encoded tree structures. The TP Blackboard model uses Tensor Product Representations (TPR’s) to represent a neural blackboard, which neural agents then use to communicate, coordinate, and compose their results of transforming an…
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Microsoft Dialogue Challenge: Building End-to-End Task-Completion Dialogue Systems, at SLT 2018. [Proposal] All the data, source code and schedule information will be updated here. This project aims to develop intelligent dialogue agents to help users effectively accomplish tasks via natural…
—-Gaming/Mix-Reality/Robots Knowledge-memory augmented interaction for cross-modality and reality-agnostic integration with Emergence Mechanism. Selected as the project in HackBox 2023 (opens in new tab) Shipped to Office Teams
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The project focuses on the integration of neuroscience and symbolic computation for modeling generation, especially, inference reasoning in the Natural Language Processing and multi-modality.