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Learning to Paint With Model-Based Deep Reinforcement Learning
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1007/978-3-658-40442-0_9openalex-snapshot
Generative Adversarial Nets
inferredcites →https://doi.org/10.1007/s11263-015-0816-yopenalex-snapshot
ImageNet Large Scale Visual Recognition Challenge
inferredcites →https://doi.org/10.1109/cvpr.2016.207openalex-snapshot
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network
inferredcites →https://doi.org/10.1109/cvpr.2016.90openalex-snapshot
Deep Residual Learning for Image Recognition
inferredcites →https://doi.org/10.1109/cvpr.2017.19openalex-snapshot
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
inferredcites →https://doi.org/10.1109/cvpr.2017.632openalex-snapshot
Image-to-Image Translation with Conditional Adversarial Networks
inferredcites →https://doi.org/10.1109/cvpr.2017.728openalex-snapshot
Semantic Image Inpainting with Deep Generative Models
inferredcites →https://doi.org/10.1109/cvpr.2018.00090openalex-snapshot
Learning to Sketch with Shortcut Cycle Consistency
inferredcites →https://doi.org/10.1109/iccv.2015.425openalex-snapshot
Deep Learning Face Attributes in the Wild
inferredcites →https://doi.org/10.1109/mcg.2003.1210867openalex-snapshot
A survey of stroke-based rendering
inferredcites →https://doi.org/10.1145/1809939.1809948openalex-snapshot
Painterly animation using video semantics and feature correspondence
inferredcites →https://doi.org/10.1145/258734.258893openalex-snapshot
Processing images and video for an impressionist effect
inferredcites →https://doi.org/10.1145/280814.280951openalex-snapshot
Painterly rendering with curved brush strokes of multiple sizes
inferredcites →https://doi.org/10.1145/97879.97902openalex-snapshot
Paint by numbers: abstract image representations
inferredcites →https://doi.org/10.1587/transinf.e96.d.1134openalex-snapshot
Artist Agent: A Reinforcement Learning Approach to Automatic Stroke Generation in Oriental Ink Painting
inferredcites →https://doi.org/10.3156/jsoft.29.5_177_2openalex-snapshot
GAN（Generative Adversarial Nets）
inferredcites →https://doi.org/10.4230/oasics.dx.2026.15openalex-snapshot
AutoResearch Lite: a reproducible paper-inspired experiment runner (Adam mechanism reproduction and convergence-speed comparison)
inferredcites →https://doi.org/10.48550/arxiv.1412.6980openalex-snapshot
Adam: A Method for Stochastic Optimization
inferredcites →https://doi.org/10.48550/arxiv.1502.03167openalex-snapshot
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
inferredcites →https://doi.org/10.48550/arxiv.1509.02971openalex-snapshot
Continuous control with deep reinforcement learning
inferredcites →https://doi.org/10.48550/arxiv.1602.07868openalex-snapshot
Weight Normalization: A Simple Reparameterization to Accelerate Training of Deep Neural Networks
inferredcites →https://doi.org/10.48550/arxiv.1704.03477openalex-snapshot
A Neural Representation of Sketch Drawings
inferredcites →https://doi.org/10.48550/arxiv.1704.03971openalex-snapshot
On the Effects of Batch and Weight Normalization in Generative Adversarial Networks
inferredcites →https://doi.org/10.48550/arxiv.1709.04121openalex-snapshot
Sketch-pix2seq: a Model to Generate Sketches of Multiple Categories
inferredcites →https://doi.org/10.48550/arxiv.1804.01118openalex-snapshot
Synthesizing Programs for Images using Reinforced Adversarial Learning
inferredcites →https://doi.org/10.48550/arxiv.1809.01999openalex-snapshot
Recurrent World Models Facilitate Policy Evolution
inferredcites →https://doi.org/10.57702/e7wwo0zkopenalex-snapshot
Reading digits in natural images with unsupervised feature learning
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
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PainterAR: A Self‐Painting AR Interface for Mobile Devices
inferred← citeshttps://doi.org/10.1007/978-3-030-58589-1_2openalex-snapshot
Incorporating Reinforced Adversarial Learning in Autoregressive Image Generation
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Modeling 3D Shapes by Reinforcement Learning
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Synthetic Data for Deep Learning
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Positing a Sense of Agency-Aware Persuasive AI: Its Theoretical and Computational Frameworks
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Intrinsic Rewards for Reinforcement Learning Within Complex 2D Environments
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AI in Art: Simulating the Human Painting Process
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Modern Evolution Strategies for Creativity: Fitting Concrete Images and Abstract Concepts
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inferred← citeshttps://doi.org/10.1007/978-3-031-19781-9_36openalex-snapshot
Real-Time Intermediate Flow Estimation for Video Frame Interpolation
inferred← citeshttps://doi.org/10.1007/978-3-031-19781-9_39openalex-snapshot
Paint2Pix: Interactive Painting Based Progressive Image Synthesis and Editing
inferred← citeshttps://doi.org/10.1007/978-3-031-19787-1_39openalex-snapshot
Intelli-Paint: Towards Developing More Human-Intelligible Painting Agents
inferred← citeshttps://doi.org/10.1007/978-3-031-23473-6_24openalex-snapshot
SemiPainter: Learning to Draw Semi-realistic Paintings from the Manga Line Drawings and Flat Shadow
inferred← citeshttps://doi.org/10.1007/978-3-031-27818-1_49openalex-snapshot
Generating New Paintings by Semantic Guidance
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inferred← citeshttps://doi.org/10.1007/978-3-031-92808-6_13openalex-snapshot
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inferred← citeshttps://doi.org/10.1007/978-981-19-5096-4_25openalex-snapshot
Stroke Based Painting with 3D Perception
inferred← citeshttps://doi.org/10.1007/978-981-96-4291-5_30openalex-snapshot
A Stable Diffusion Pipeline for Diverse Procedural Painting via Text Prompts
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Artificial intelligence in the creative industries: a review
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Deep reinforcement learning in computer vision: a comprehensive survey
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Position, Padding and Predictions: A Deeper Look at Position Information in CNNs
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Computational Approaches for Traditional Chinese Painting: From the “Six Principles of Painting” Perspective
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Cogeneration of Innovative Audio-visual Content: A New Challenge for Computing Art
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Multi-step medical image segmentation based on reinforcement learning
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Stroke-GAN Painter: Learning to paint artworks using stroke-style generative adversarial networks
inferred← citeshttps://doi.org/10.1007/s42486-020-00028-0openalex-snapshot
Research on human–AI co-creation based on reflective design practice
inferred← citeshttps://doi.org/10.1007/s44196-024-00499-4openalex-snapshot
B-BSMG: Bézier Brush Stroke Model-Based Generator for Robotic Chinese Calligraphy
inferred← citeshttps://doi.org/10.1016/j.aej.2024.08.100openalex-snapshot
Integrating communication networks with reinforcement learning and big data analytics for optimizing carbon capture and utilization strategies
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Reinforcement learning-based parametric CAD models reconstruction from 2D orthographic drawings
inferred← citeshttps://doi.org/10.1016/j.cag.2023.07.012openalex-snapshot
Sand painting conversion based on detail preservation
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LineDrawer: Stroke-level process reconstruction of complex line art based on human perception
inferred← citeshttps://doi.org/10.1016/j.cviu.2023.103778openalex-snapshot
Interactive Neural Painting
inferred← citeshttps://doi.org/10.1016/j.cviu.2023.103889openalex-snapshot
BiPR-RL: Portrait relighting via bi-directional consistent deep reinforcement learning
inferred← citeshttps://doi.org/10.1016/j.cviu.2025.104298openalex-snapshot
Collaborative Neural Painting
inferred← citeshttps://doi.org/10.1016/j.eij.2026.100969openalex-snapshot
Void-aware GAN for modeling structural aspects of creative intent in Chinese ink painting
inferred← citeshttps://doi.org/10.1016/j.isprsjprs.2025.11.023openalex-snapshot
Beyond static imaging: A dynamic decision paradigm for robust array-SAR in diverse sensing scenarios
inferred← citeshttps://doi.org/10.1016/j.knosys.2022.109447openalex-snapshot
Multi-granularity Association Learning for On-the-fly Fine-grained Sketch-based Image Retrieval
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Flip Learning: Weakly supervised erase to segment nodules in breast ultrasound
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HRL-Painter: Optimal planning painter based on hierarchical reinforcement learning
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Generative Adversarial Networks are special cases of Artificial Curiosity (1990) and also closely related to Predictability Minimization (1991)
inferred← citeshttps://doi.org/10.1016/j.procs.2026.02.045openalex-snapshot
Deep Reinforcement Learning Based Parameter Optimization for Processing Curved Surfaces
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Reinforcement Learning-Assisted Ferroelectric Domain Wall Design Using a Machine Learning Phase-Field Surrogate
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Image representation and reconstruction by compositing Gaussian ellipses
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Perspectives on explainable reinforcement learning (XRL) for hydraulic systems
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Floor plan graph learning for generative design of residential buildings: a discrete denoising diffusion model
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L2SR: learning to sample and reconstruct for accelerated MRI via reinforcement learning
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Learning to see via epiretinal implant stimulation in silico with model-based deep reinforcement learning
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CCD-BSMG: Composite-Curve-Dilation-Based Brush Stroke Model Generator for Robotic Chinese Calligraphy
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Advancements in Deep Reinforcement Learning and Inverse Reinforcement Learning for Robotic Manipulation: Toward Trustworthy, Interpretable, and Explainable Artificial Intelligence
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Attention-Guided Deep Reinforcement Learning for Realistic Neural Painting
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ArtStroke-GAN: A Unified Framework for Interpreting Watercolor Aesthetics via Personalized Stroke-Based Graphic Language
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Stylized NFT Progressive Neural Paintings using Brush Stroke prediction
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Stylized Neural Painting
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Towards Artistic Image Aesthetics Assessment: a Large-scale Dataset and a New Method
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Procedure Planning in Instructional Videos via Contextual Modeling and Model-based Policy Learning
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Unsupervised Image Decomposition in Vector Layers
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Segmentation-Based Parametric Painting
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FRIDA: A Collaborative Robot Painter with a Differentiable, Real2Sim2Real Planning Environment
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A Sim-to-Real Pipeline for Stroke-Based Robotic Painting
inferred← citeshttps://doi.org/10.1109/iros47612.2022.9981633openalex-snapshot
Robot Learning to Paint from Demonstrations
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inferred← citeshttps://doi.org/10.1109/iros55552.2023.10341808openalex-snapshot
Stroke-Based Rendering and Planning for Robotic Performance of Artistic Drawing
inferred← citeshttps://doi.org/10.1109/lra.2022.3186735openalex-snapshot
drozBot: Using Ergodic Control to Draw Portraits
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Spline-FRIDA: Towards Diverse, Humanlike Robot Painting Styles With a Sample-Efficient, Differentiable Brush Stroke Model
inferred← citeshttps://doi.org/10.1109/mmul.2025.3646865openalex-snapshot
Image Painter: An Optimized Stroke-Based Algorithm for Artistic Image Stylization
inferred← citeshttps://doi.org/10.1109/ro-man47096.2020.9223533openalex-snapshot
Artistic Style in Robotic Painting; a Machine Learning Approach to Learning Brushstroke from Human Artists
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From Objects to a Whole Painting
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Recurrent Semantic Preserving Generation for Action Prediction
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PR-RL: Portrait Relighting Via Deep Reinforcement Learning
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MaskPlanner: A Framework for 3D Learning-Based Object-Centric Motion Generation and Applications to Robotic Spray Painting
inferred← citeshttps://doi.org/10.1109/tsp.2025.3546655openalex-snapshot
Generalized Quantum State Tomography With Hybrid Denoising Priors
inferred← citeshttps://doi.org/10.1109/tvcg.2020.3030467openalex-snapshot
PlotThread: Creating Expressive Storyline Visualizations using Reinforcement Learning
inferred← citeshttps://doi.org/10.1109/tvcg.2023.3332950openalex-snapshot
Painterly Style Transfer With Learned Brush Strokes
inferred← citeshttps://doi.org/10.1109/tvcg.2025.3618184openalex-snapshot
AttentionPainter: An Efficient and Adaptive Stroke Predictor for Scene Painting
inferred← citeshttps://doi.org/10.1109/wacv45572.2020.9093327openalex-snapshot
SketchTransfer: A Challenging New Task for Exploring Detail-Invariance and the Abstractions Learned by Deep Networks
inferred← citeshttps://doi.org/10.1109/wacv51458.2022.00278openalex-snapshot
RLSS: A Deep Reinforcement Learning Algorithm for Sequential Scene Generation
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PICASSO: A Feed-Forward Framework for Parametric Inference of CAD Sketches via Rendering Self-Supervision
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Pencil Drawing Video Rendering Using Convolutional Networks
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Hybrid deep learning models with data fusion approach for electricity load forecasting
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General virtual sketching framework for vector line art
inferred← citeshttps://doi.org/10.1145/3503161.3547759openalex-snapshot
Im2Oil: Stroke-Based Oil Painting Rendering with Linearly Controllable Fineness Via Adaptive Sampling
inferred← citeshttps://doi.org/10.1145/3581783.3611766openalex-snapshot
Stroke-based Neural Painting and Stylization with Dynamically Predicted Painting Region
inferred← citeshttps://doi.org/10.1145/3664595openalex-snapshot
Creativity and Machine Learning: A Survey
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BCSCN: Reducing Domain Gap through Bézier Curve basis-based Sparse Coding Network for Single-Image Super-Resolution
inferred← citeshttps://doi.org/10.1145/3664647.3680759openalex-snapshot
Learning Realistic Sketching: A Dual-agent Reinforcement Learning Approach
inferred← citeshttps://doi.org/10.1145/3664647.3681245openalex-snapshot
Towards Artist-Like Painting Agents with Multi-Granularity Semantic Alignment
inferred← citeshttps://doi.org/10.1145/3680528.3687574openalex-snapshot
Inverse Painting: Reconstructing The Painting Process
inferred← citeshttps://doi.org/10.1145/3680528.3687596openalex-snapshot
ProcessPainter: Learning to draw from sequence data
inferred← citeshttps://doi.org/10.1145/3689031.3696074openalex-snapshot
Multiplexing Dynamic Deep Learning Workloads with SLO-awareness in GPU Clusters
inferred← citeshttps://doi.org/10.1145/3698105openalex-snapshot
Learning-based Artificial Intelligence Artwork: Methodology Taxonomy and Quality Evaluation
inferred← citeshttps://doi.org/10.1145/3731160openalex-snapshot
Generating Past and Future in Digital Painting Processes
inferred← citeshttps://doi.org/10.1145/3743093.3770937openalex-snapshot
TOVect: Topology-Optimized Vectorization for Intangible Cultural Heritage Thangka Element Line Art
inferred← citeshttps://doi.org/10.1145/3746027.3754960openalex-snapshot
PPJudge: Towards Human-Aligned Assessment of Artistic Painting Process
inferred← citeshttps://doi.org/10.1145/3746027.3756143openalex-snapshot
A R 2 O Painter: An Artistic Oriented Realtime Realistic Oil Painting Agent Powered by Efficient Fluid Simulation
inferred← citeshttps://doi.org/10.1145/3746027.3758165openalex-snapshot
Domain-Agnostic Neural Oil Painting via Normalization Affine Test-Time Adaptation
inferred← citeshttps://doi.org/10.1145/3757376.3771411openalex-snapshot
Painting with Paintings: Semantic Stroke-Based Mosaic Generation
inferred← citeshttps://doi.org/10.1145/3779232.3779459openalex-snapshot
PaintingStrokeAR: An Interactive Art System with Stroke-by-Stroke AI Painting and Augmented Reality
inferred← citeshttps://doi.org/10.1145/3822182openalex-snapshot
Data-Efficient Brushstroke Generation with Diffusion Models for Oil Painting
inferred← citeshttps://doi.org/10.11834/jig.221150openalex-snapshot
Image style transfer via curved stroke rendering
inferred← citeshttps://doi.org/10.1360/ssi-2023-0194openalex-snapshot
Curved-stroke-based neural painting and stylization through thin plate spline interpolation
inferred← citeshttps://doi.org/10.1609/aaai.v35i1.16128openalex-snapshot
Content Masked Loss: Human-Like Brush Stroke Planning in a Reinforcement Learning Painting Agent
inferred← citeshttps://doi.org/10.1609/aaai.v35i1.16140openalex-snapshot
Sketch Generation with Drawing Process Guided by Vector Flow and Grayscale
inferred← citeshttps://doi.org/10.1609/aaai.v35i3.16318openalex-snapshot
FontRL: Chinese Font Synthesis via Deep Reinforcement Learning
inferred← citeshttps://doi.org/10.1609/aaai.v37i2.25326openalex-snapshot
CLIPVG: Text-Guided Image Manipulation Using Differentiable Vector Graphics
inferred← citeshttps://doi.org/10.1613/jair.1.15278openalex-snapshot
Reinforcement Learning for Generative AI: State of the Art, Opportunities and Open Research Challenges
inferred← citeshttps://doi.org/10.17231/comsoc.47(2025).6212openalex-snapshot
Generative Artificial Intelligence in Media Production. The Emerging Role of Artificial Intelligence Artist in Spain
inferred← citeshttps://doi.org/10.24963/ijcai.2022/688openalex-snapshot
StyleCLIPDraw: Coupling Content and Style in Text-to-Drawing Translation
inferred← citeshttps://doi.org/10.24963/ijcai.2023/646openalex-snapshot
Collaborative Neural Rendering Using Anime Character Sheets
inferred← citeshttps://doi.org/10.31577/cai_2023_1_126openalex-snapshot
Power Consumption Forecasting by Hybrid Deep Architectures with Data Fusion
inferred← citeshttps://doi.org/10.32920/25412848openalex-snapshot
Understanding, Interpreting and Learning Representations in Deep Neural Networks
inferred← citeshttps://doi.org/10.32920/25412848.v1openalex-snapshot
Understanding, Interpreting and Learning Representations in Deep Neural Networks
inferred← citeshttps://doi.org/10.3390/a18030143openalex-snapshot
A Hair Drawing Evaluation Algorithm for Exactness Assessment Method in Portrait Drawing Learning Assistant System
inferred← citeshttps://doi.org/10.3390/app10103396openalex-snapshot
Recent Developments Regarding Painting Robots for Research in Automatic Painting, Artificial Creativity, and Machine Learning
inferred← citeshttps://doi.org/10.3390/app14125265openalex-snapshot
Emulating Artistic Expressions in Robot Painting: A Stroke-Based Approach
inferred← citeshttps://doi.org/10.3390/electronics13204014openalex-snapshot
Level of Agreement between Emotions Generated by Artificial Intelligence and Human Evaluation: A Methodological Proposal
inferred← citeshttps://doi.org/10.3390/s21144720openalex-snapshot
ASNet: Auto-Augmented Siamese Neural Network for Action Recognition
inferred← citeshttps://doi.org/10.4018/978-1-7998-9220-5.ch170openalex-snapshot
Reinforcement Learning for Combinatorial Optimization
inferred← citeshttps://doi.org/10.48550/arxiv.1908.04694openalex-snapshot
Channel Decomposition into Painting Actions
inferred← citeshttps://doi.org/10.48550/arxiv.1910.01007openalex-snapshot
Unsupervised Doodling and Painting with Improved SPIRAL
inferred← citeshttps://doi.org/10.48550/arxiv.2002.08595openalex-snapshot
KaoKore: A Pre-modern Japanese Art Facial Expression Dataset
inferred← citeshttps://doi.org/10.48550/arxiv.2002.09611openalex-snapshot
Tuning-free Plug-and-Play Proximal Algorithm for Inverse Imaging Problems
inferred← citeshttps://doi.org/10.48550/arxiv.2012.05703openalex-snapshot
TFPnP: Tuning-free Plug-and-Play Proximal Algorithm with Applications to Inverse Imaging Problems
inferred← citeshttps://doi.org/10.48550/arxiv.2104.00254openalex-snapshot
Using Python for Model Inference in Deep Learning
inferred← citeshttps://doi.org/10.48550/arxiv.2106.14117openalex-snapshot
Graph Convolutional Memory using Topological Priors
inferred← citeshttps://doi.org/10.48550/arxiv.2110.06688openalex-snapshot
DeepVecFont: Synthesizing High-quality Vector Fonts via Dual-modality Learning
inferred← citeshttps://doi.org/10.48550/arxiv.2110.15481openalex-snapshot
Brick-by-Brick: Combinatorial Construction with Deep Reinforcement Learning
inferred← citeshttps://doi.org/10.48550/arxiv.2111.08067openalex-snapshot
ModelLight: Model-Based Meta-Reinforcement Learning for Traffic Signal Control
inferred← citeshttps://doi.org/10.54097/hset.v39i.6694openalex-snapshot
AI Artist with Reinforcement Learning and Graph Neural Network
inferred← citeshttps://doi.org/10.70675/aa60bca2zdda6z45cazbd02z4275271c264copenalex-snapshot
Deep learning methods for visual content creation and understanding
inferred← citeshttps://doi.org/10.7551/mitpress/13780.003.0014openalex-snapshot
Machine Learning for Cognitive Robotics
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