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researcher

I. Sledge

8 papers hereh-index 11366 citations41 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author8

Across the 8 of 8 papers where every author was matched, so the position is known.

fields
  • cs.AI3
  • cs.IT3
  • cs.CV1
  • cs.LG1

identity via Semantic Scholar / OpenAlex

activity
20172021
most citedReduction of Markov Chains using a Value-of-Information-Based Approach

4 citations · 6 across the 5 of their papers we have counts for

collaborators
Showing cs.AIShow all

3 papers · 1 filter

cs.AI2021

Faster Convergence in Deep-Predictive-Coding Networks to Learn Deeper Representations

Isaac J. Sledge, Jose C. Principe

Deep-predictive-coding networks (DPCNs) are hierarchical, generative models. They rely on feed-forward and feed-back connections to modulate latent feature representations of stimu…

cs.AI2018

Guided Policy Exploration for Markov Decision Processes using an Uncertainty-Based Value-of-Information Criterion

Isaac J. Sledge, Matthew S. Emigh, Jose C. Principe

Reinforcement learning in environments with many action-state pairs is challenging. At issue is the number of episodes needed to thoroughly search the policy space. Most convention…

cs.AI2017

Partitioning Relational Matrices of Similarities or Dissimilarities using the Value of Information

Isaac J. Sledge, Jose C. Principe

In this paper, we provide an approach to clustering relational matrices whose entries correspond to either similarities or dissimilarities between objects. Our approach is based on…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.