activity
20182020
most citedImitating Unknown Policies via Exploration

1 citations · 2 across the 3 of their papers we have counts for

collaborators

6 papers

cs.LG20201 cited

Imitating Unknown Policies via Exploration

Nathan Gavenski, Juarez Monteiro, Roger Granada +2

Behavioral cloning is an imitation learning technique that teaches an agent how to behave through expert demonstrations. Recent approaches use self-supervision of fully-observable…

cs.AI2020

Augmented Behavioral Cloning from Observation

Juarez Monteiro, Nathan Gavenski, Roger Granada +2

Imitation from observation is a computational technique that teaches an agent on how to mimic the behavior of an expert by observing only the sequence of states from the expert dem…

cs.AI20201 cited

HAPRec: Hybrid Activity and Plan Recognizer

Roger Granada, Ramon Fraga Pereira, Juarez Monteiro +4

Computer-based assistants have recently attracted much interest due to its applicability to ambient assisted living. Such assistants have to detect and recognize the high-level act…

cs.CL2019

Classifying Norm Conflicts using Learned Semantic Representations

João Paulo Aires, Roger Granada, Juarez Monteiro +2

While most social norms are informal, they are often formalized by companies in contracts to regulate trades of goods and services. When poorly written, contracts may contain norma…

cs.CL2018

Evaluating the Complementarity of Taxonomic Relation Extraction Methods Across Different Languages

Roger Granada, Renata Vieira, Cassia Trojahn +1

Modern information systems are changing the idea of "data processing" to the idea of "concept processing", meaning that instead of processing words, such systems process semantic c…

cs.AI2018

LSTM-Based Goal Recognition in Latent Space

Leonardo Amado, João Paulo Aires, Ramon Fraga Pereira +3

Approaches to goal recognition have progressively relaxed the requirements about the amount of domain knowledge and available observations, yielding accurate and efficient algorith…