Search Results for author: Arnav Jhala

Found 6 papers, 0 papers with code

Potential-Based Reward Shaping For Intrinsic Motivation

no code implementations12 Feb 2024 Grant C. Forbes, Nitish Gupta, Leonardo Villalobos-Arias, Colin M. Potts, Arnav Jhala, David L. Roberts

Recently there has been a proliferation of intrinsic motivation (IM) reward-shaping methods to learn in complex and sparse-reward environments.

Panel Transitions for Genre Analysis in Visual Narratives

no code implementations14 Dec 2023 Yi-Chun Chen, Arnav Jhala

Our contributions to the community are: a dataset of annotated manga books, a multi-modal analysis of visual panels and text in a constrained and popular medium through high-level features, and a systematic process for incorporating subjective narrative patterns in computational models.

Genre classification

CPST: Comprehension-Preserving Style Transfer for Multi-Modal Narratives

no code implementations14 Dec 2023 Yi-Chun Chen, Arnav Jhala

Among static visual narratives such as comics and manga, there are distinct visual styles in terms of presentation.

Style Transfer

A Customizable Generator for Comic-Style Visual Narrative

no code implementations14 Dec 2023 Yi-Chun Chen, Arnav Jhala

We present a theory-inspired visual narrative generator that incorporates comic-authoring idioms, which transfers the conceptual principles of comics into system layers that integrate the theories to create comic content.

Decision Making

Modeling Risk in Reinforcement Learning: A Literature Mapping

no code implementations8 Dec 2023 Leonardo Villalobos-Arias, Derek Martin, Abhijeet Krishnan, Madeleine Gagné, Colin M. Potts, Arnav Jhala

Our literature mapping covers literature from the last 5 years (2017-2022), from a variety of knowledge areas (AI, finance, engineering, medicine) where RL approaches emphasize risk representation and management.

Management reinforcement-learning +2

Emergent social NPC interactions in the Social NPCs Skyrim mod and beyond

no code implementations27 Jul 2022 Manuel Guimarães, Pedro A. Santos, Arnav Jhala

This work presents an implementation of a social architecture model for authoring Non-Player Character (NPC) in open world games inspired in academic research on agentbased modeling.

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