Zobrazeno 1 - 10
of 19
pro vyhledávání: '"Dedhia, Bhishma"'
Autor:
Dedhia, Bhishma, Jha, Niraj K.
Several accounts of human cognition posit that our intelligence is rooted in our ability to form abstract composable concepts, ground them in our environment, and reason over these grounded entities. This trifecta of human thought has remained elusiv
Externí odkaz:
http://arxiv.org/abs/2403.07887
Deployment of Transformer models on edge devices is becoming increasingly challenging due to the exponentially growing inference cost that scales quadratically with the number of tokens in the input sequence. Token pruning is an emerging solution to
Externí odkaz:
http://arxiv.org/abs/2305.17328
Large language models are few-shot learners that can solve diverse tasks from a handful of demonstrations. This implicit understanding of tasks suggests that the attention mechanisms over word tokens may play a role in analogical reasoning. In this w
Externí odkaz:
http://arxiv.org/abs/2305.17262
The Synthetic Control method has pioneered a class of powerful data-driven techniques to estimate the counterfactual reality of a unit from donor units. At its core, the technique involves a linear model fitted on the pre-intervention period that com
Externí odkaz:
http://arxiv.org/abs/2207.04208
The existence of a plethora of language models makes the problem of selecting the best one for a custom task challenging. Most state-of-the-art methods leverage transformer-based models (e.g., BERT) or their variants. Training such models and explori
Externí odkaz:
http://arxiv.org/abs/2205.11656
Autor:
Ashutosh, Kumar, Consul, Sarthak, Dedhia, Bhishma, Khirwadkar, Parthasarathi, Shah, Sahil, Kalyanakrishnan, Shivaram
Policy Iteration (PI) is a classical family of algorithms to compute an optimal policy for any given Markov Decision Problem (MDP). The basic idea in PI is to begin with some initial policy and to repeatedly update the policy to one from an improving
Externí odkaz:
http://arxiv.org/abs/2009.07842
Autor:
Dedhia, Bhishma, Moharir, Sharayu
We propose a variant of the Age of Information (AoI) metric called Channel-Aware Age of Information (CA-AoI). Unlike AoI, CA-AoI takes into account the channel conditions between the source and the intended destination to compute the "age" of the rec
Externí odkaz:
http://arxiv.org/abs/2005.04036
Policy iteration is a family of algorithms that are used to find an optimal policy for a given Markov Decision Problem (MDP). Simple Policy iteration (SPI) is a type of policy iteration where the strategy is to change the policy at exactly one improv
Externí odkaz:
http://arxiv.org/abs/1911.12842
There are several formats to describe the omnidirectional images. Among them, equirectangular projection (ERP), represented as 2D image, is the most widely used format. There exist many outstanding methods capable of well predicting the saliency maps
Externí odkaz:
http://arxiv.org/abs/1903.01380
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