Sadhana Kumaravel
3 papers in the PaperMetrix corpus
Papers by this author
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Beyond Backprop: Alternating Minimization with co-Activation Memory.
2018 · arXiv (Cornell University)
Despite significant recent advances in deep neural networks, training them remains a challenge due to the highly non-convex nature of the objective function. State-of-the-art methods rely on error backpropagation, which suffers from several well-known issues, …
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Circles are like Ellipses, or Ellipses are like Circles? Measuring the Degree of Asymmetry of Static and Contextual Embeddings and the Implications to Representation Learning
2020 · arXiv (Cornell University)
Human judgments of word similarity have been a popular method of evaluating the quality of word embedding. But it fails to measure the geometry properties such as asymmetry. For example, it is more natural to …
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NESTFUL: A Benchmark for Evaluating LLMs on Nested Sequences of API Calls
2024 · arXiv (Cornell University)
The resurgence of autonomous agents built using large language models (LLMs) to solve complex real-world tasks has brought increased focus on LLMs' fundamental ability of tool or function calling. At the core of these agents, …