activity
20162023
most citedLSTM-Based Goal Recognition in Latent Space

10 citations · 23 across the 11 of their papers we have counts for

collaborators

13 papers

cs.AI2023

Temporally Extended Goal Recognition in Fully Observable Non-Deterministic Domain Models

Ramon Fraga Pereira, Francesco Fuggitti, Felipe Meneguzzi +1

Goal Recognition is the task of discerning the correct intended goal that an agent aims to achieve, given a set of goal hypotheses, a domain model, and a sequence of observations (…

cs.AI2023

Uncertain Machine Ethical Decisions Using Hypothetical Retrospection

Simon Kolker, Louise Dennis, Ramon Fraga Pereira +1

We propose the use of the hypothetical retrospection argumentation procedure, developed by Sven Ove Hansson to improve existing approaches to machine ethical reasoning by accountin…

cs.AI2022★ 2 cited

Iterative Depth-First Search for Fully Observable Non-Deterministic Planning

Ramon Fraga Pereira, André G. Pereira, Frederico Messa +1

Fully Observable Non-Deterministic (FOND) planning models uncertainty through actions with non-deterministic effects. Existing FOND planning algorithms are effective and employ a w…

cs.AI2021★ 1 cited

Recognizing LTLf/PLTLf Goals in Fully Observable Non-Deterministic Domain Models

Ramon Fraga Pereira, Francesco Fuggitti, Giuseppe De Giacomo

Goal Recognition is the task of discerning the correct intended goal that an agent aims to achieve, given a set of possible goals, a domain model, and a sequence of observations as…

cs.AI2021

Inferring Agents Preferences as Priors for Probabilistic Goal Recognition

Kin Max Gusmão, Ramon Fraga Pereira, Felipe Meneguzzi

Recent approaches to goal recognition have leveraged planning landmarks to achieve high-accuracy with low runtime cost. These approaches, however, lack a probabilistic interpretati…

cs.AI2020★ 2 cited

The More the Merrier?! Evaluating the Effect of Landmark Extraction Algorithms on Landmark-Based Goal Recognition

Kin Max Piamolini Gusmão, Ramon Fraga Pereira, Felipe Meneguzzi

Recent approaches to goal and plan recognition using classical planning domains have achieved state of the art results in terms of both recognition time and accuracy by using heuri…

cs.AI2020★ 1 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.AI2019

Landmark-Based Approaches for Goal Recognition as Planning

Ramon Fraga Pereira, Nir Oren, Felipe Meneguzzi

The task of recognizing goals and plans from missing and full observations can be done efficiently by using automated planning techniques. In many applications, it is important to…

cs.AI2019

An LP-Based Approach for Goal Recognition as Planning

Luísa R. de A. Santos, Felipe Meneguzzi, Ramon Fraga Pereira +1

Goal recognition aims to recognize the set of candidate goals that are compatible with the observed behavior of an agent. In this paper, we develop a method based on the operator-c…

cs.AI2019

Using Sub-Optimal Plan Detection to Identify Commitment Abandonment in Discrete Environments

Ramon Fraga Pereira, Nir Oren, Felipe Meneguzzi

Assessing whether an agent has abandoned a goal or is actively pursuing it is important when multiple agents are trying to achieve joint goals, or when agents commit to achieving g…

cs.AI2018★ 10 cited

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…

cs.AI2018

Heuristic Approaches for Goal Recognition in Incomplete Domain Models

Ramon Fraga Pereira, Felipe Meneguzzi

Recent approaches to goal recognition have progressively relaxed the assumptions about the amount and correctness of domain knowledge and available observations, yielding accurate…

cs.AI2016★ 7 cited

Landmark-Based Plan Recognition

Ramon Fraga Pereira, Felipe Meneguzzi

Recognition of goals and plans using incomplete evidence from action execution can be done efficiently by using planning techniques. In many applications it is important to recogni…