Yuhan Liu
This page is a disambiguation page, it actually contains mutiple papers from persons of the same or a similar name.
Bibliography
2025
Bibliometric analysis and review of AI-based video generation: research dynamics and application trends (2020-2025).
Discov. Comput., December, 2025
Human-Machine Shared Control for Steer-by-Wire Vehicles Using Improved Reinforcement Learning-Based MPC.
IEEE Trans. Intell. Transp. Syst., August, 2025
CoRR, August, 2025
Conditional Information Bottleneck for Multimodal Fusion: Overcoming Shortcut Learning in Sarcasm Detection.
CoRR, August, 2025
HarmonyGuard: Toward Safety and Utility in Web Agents via Adaptive Policy Enhancement and Dual-Objective Optimization.
CoRR, August, 2025
User Feedback in Human-LLM Dialogues: A Lens to Understand Users But Noisy as a Learning Signal.
CoRR, July, 2025
CoRR, July, 2025
CoRR, July, 2025
CoRR, June, 2025
IEEE Robotics Autom. Lett., May, 2025
Beyond Static Testbeds: An Interaction-Centric Agent Simulation Platform for Dynamic Recommender Systems.
CoRR, May, 2025
CoRR, May, 2025
Trustless Autonomy: Understanding Motivations, Benefits and Governance Dilemma in Self-Sovereign Decentralized AI Agents.
CoRR, May, 2025
The Truth Becomes Clearer Through Debate! Multi-Agent Systems with Large Language Models Unmask Fake News.
CoRR, May, 2025
Not All Parameters Matter: Masking Diffusion Models for Enhancing Generation Ability.
CoRR, May, 2025
Enhancing User Sequence Modeling through Barlow Twins-based Self-Supervised Learning.
CoRR, May, 2025
CFIS-YOLO: A Lightweight Multi-Scale Fusion Network for Edge-Deployable Wood Defect Detection.
CoRR, April, 2025
CoRR, April, 2025
CoRR, March, 2025
CoRR, March, 2025
Dataset, March, 2025
Thinking Before Running! Efficient Code Generation with Thorough Exploration and Optimal Refinement.
CoRR, February, 2025
Pastiche Novel Generation Creating: Fan Fiction You Love in Your Favorite Author's Style.
CoRR, February, 2025
Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey.
CoRR, February, 2025
More is not always better? Enhancing Many-Shot In-Context Learning with Differentiated and Reweighting Objectives.
CoRR, January, 2025
A Lightweight Edge Computing Neural Network for Online Photovoltaic Defect Inspection.
IEEE Trans. Instrum. Meas., 2025
Edge Computing Accelerator for Real-Time Defect Detection of Photovoltaic Panel on Lightweight FPGAs.
IEEE Trans. Instrum. Meas., 2025
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2025
Exploring the Diversity of Music Experiences for Deaf and Hard of Hearing Individuals.
Proc. ACM Hum. Comput. Interact., 2025
A multimodal information-interconnected network for medication guidance in HR+/HER2- breast cancer treatment.
Inf. Fusion, 2025
Neurocomputing, 2025
Measuring understandability of intelligent systems: Scale development and validation across three domains.
Int. J. Hum. Comput. Stud., 2025
On Space-Filling Input Design for Nonlinear Dynamic Model Learning: A Gaussian Process Approach.
IEEE Control. Syst. Lett., 2025
Comput. Graph., 2025
Regulation of the physicochemical properties of nutrient solution in hydroponic system based on the CatBoost model.
Comput. Electron. Agric., 2025
Camulator: A Lightweight and Extensible Trace-Driven Cache Simulator for Embedded Multicore SoCs.
IEEE Comput. Archit. Lett., 2025
Hybrid material topology optimization of solid-lattice structures for natural frequency maximization.
Adv. Eng. Softw., 2025
Human trust effect in remote human-robot collaboration construction task for different level of automation.
Adv. Eng. Informatics, 2025
From Predictions to Analyses: Rationale-Augmented Fake News Detection with Large Vision-Language Models.
Proceedings of the ACM on Web Conference 2025, 2025
Proceedings of the 57th Annual ACM Symposium on Theory of Computing, 2025
SAGraph: A Large-Scale Social Graph Dataset with Comprehensive Context for Influencer Selection in Marketing.
Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2025
<i>The Truth Becomes Clearer Through Debate!</i> Multi-Agent Systems with Large Language Models Unmask Fake News.
Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2025
Proceedings of the IEEE International Symposium on Circuits and Systems, 2025
Achieving Better Benefits via Flexible Feature Matching in Post-Deduplication Delta Compression.
Proceedings of the IEEE International Parallel and Distributed Processing Symposium, 2025
Communication Countermeasure Strategy Decision-Making Based on Incomplete Information Game.
Proceedings of the 27th International Conference on Advanced Communications Technology, 2025
Anti-Jamming Weighted Clustering Algorithm for UAV-Mounted Weapon Self-Organizing Network.
Proceedings of the 27th International Conference on Advanced Communications Technology, 2025
Drone Signal TDOA Estimation Algorithm Based on an Improved Wavelet Threshold Denoising Technique.
Proceedings of the 27th International Conference on Advanced Communications Technology, 2025
Proceedings of the Twentieth European Conference on Computer Systems, 2025
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2025
Not All Parameters Matter: Masking Diffusion Models for Enhancing Generation Ability.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2025
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2025
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2025
Colin: A Multimodal Human-AI Co-Creation Storytelling System to Support children's Multi-Level Narrative Skills.
Proceedings of the Extended Abstracts of the CHI Conference on Human Factors in Computing Systems, 2025
Proceedings of the Extended Abstracts of the CHI Conference on Human Factors in Computing Systems, 2025
Exploring the Design Space of Real-time LLM Knowledge Support Systems: A Case Study of Jargon Explanations.
Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems, 2025
Proceedings of the Extended Abstracts of the CHI Conference on Human Factors in Computing Systems, 2025
ConversAR: Exploring Embodied LLM-Powered Group Conversations in Augmented Reality for Second Language Learners.
Proceedings of the Extended Abstracts of the CHI Conference on Human Factors in Computing Systems, 2025
Thinking Before Running! Efficient Code Generation with Thorough Exploration and Optimal Refinement.
Proceedings of the Findings of the Association for Computational Linguistics, 2025
More is not always better? Enhancing Many-Shot In-Context Learning with Differentiated and Reweighting Objectives.
Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2025
Weaving Context Across Images: Improving Vision-Language Models through Focus-Centric Visual Chains.
Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2025
2024
Edge-Protected Triangle Count Estimation Under Relationship Local Differential Privacy.
IEEE Trans. Knowl. Data Eng., October, 2024
Accuracy-enhanced Sparse Vector Technique with Exponential Noise and Optimal Threshold Correction.
Proc. VLDB Endow., October, 2024
ACM Trans. Softw. Eng. Methodol., September, 2024
Attitude Takeover Control for Noncooperative Space Targets Based on Gaussian Processes With Online Model Learning.
IEEE Trans. Aerosp. Electron. Syst., June, 2024
Dynamic Validation of Calibration Accuracy and Structural Robustness of a Multi-Sensor Mobile Robot.
Sensors, June, 2024
High-Speed Spatial-Temporal Saliency Model: A Novel Detection Method for Infrared Small Moving Targets Based on a Vectorized Guided Filter.
Remote. Sens., May, 2024
Dataset, May, 2024
Dataset, April, 2024
Nonlinear Three-Dimensional Guidance for Impact Time and Angle Control With Field-of-View Constraint.
IEEE Trans. Aerosp. Electron. Syst., February, 2024
IEEE Trans. Geosci. Remote. Sens., 2024
Remote. Sens., 2024
Ghost Removal from Forward-Scan Sonar Views near the Sea Surface for Image Enhancement and 3-D Object Modeling.
Remote. Sens., 2024
Proc. ACM Hum. Comput. Interact., 2024
J. King Saud Univ. Comput. Inf. Sci., 2024
Adaptive structure generation and neuronal differentiation for memory encoding in SNNs.
Neurocomputing, 2024
Digit. Commun. Networks, 2024
Comput. Speech Lang., 2024
Sub-optimal Learning in Meta-Classifier Attacks: A Study of Membership Inference on Differentially Private Location Aggregates.
CoRR, 2024
A Large-scale Time-aware Agents Simulation for Influencer Selection in Digital Advertising Campaigns.
CoRR, 2024
CoRR, 2024
Dr. GPT in Campus Counseling: Understanding Higher Education Students' Opinions on LLM-assisted Mental Health Services.
CoRR, 2024
Object Modeling from Underwater Forward-Scan Sonar Imagery with Sea-Surface Multipath.
CoRR, 2024
Evaluating Fairness in Black-box Algorithmic Markets: A Case Study of Ride Sharing in Chicago.
CoRR, 2024
Unleash the Power of Ellipsis: Accuracy-enhanced Sparse Vector Technique with Exponential Noise.
CoRR, 2024
DPDR: Gradient Decomposition and Reconstruction for Differentially Private Deep Learning.
CoRR, 2024
Physics-Guided State-Space Model Augmentation Using Weighted Regularized Neural Networks.
CoRR, 2024
CoRR, 2024
MMoE: Robust Spoiler Detection with Multi-modal Information and Domain-aware Mixture-of-Experts.
CoRR, 2024
CoRR, 2024
The role of shared randomness in quantum state certification with unentangled measurements.
CoRR, 2024
CoRR, 2024
Bridging the Space Gap: Unifying Geometry Knowledge Graph Embedding with Optimal Transport.
Proceedings of the ACM on Web Conference 2024, 2024
Proceedings of the Eurographics Workshop on Graphics and Cultural Heritage, 2024
TS3IM: Unveiling Structural Similarity in Time Series through Image Similarity Assessment Insights.
Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, 2024
Proceedings of the ACM SIGCOMM 2024 Conference, 2024
ChameleonAPI: Automatic and Efficient Customization of Neural Networks for ML Applications.
Proceedings of the 18th USENIX Symposium on Operating Systems Design and Implementation, 2024
Proceedings of the 21st USENIX Symposium on Networked Systems Design and Implementation, 2024
Proceedings of the 2024 SIGCOMM Workshop on Networks for AI Computing, 2024
P³Sum: Preserving Author's Perspective in News Summarization with Diffusion Language Models.
Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers), 2024
Enhancing Generative Generalized Zero Shot Learning via Multi-Space Constraints and Adaptive Integration.
Proceedings of the MultiMedia Modeling - 30th International Conference, 2024
Proceedings of the 32nd ACM International Conference on Multimedia, MM 2024, Melbourne, VIC, Australia, 28 October 2024, 2024
Proceedings of the 32nd ACM International Conference on Multimedia, MM 2024, Melbourne, VIC, Australia, 28 October 2024, 2024
Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, 2024
Proceedings of the 22nd IEEE International Conference on Industrial Informatics, 2024
Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, 2024
Proceedings of the IGARSS 2024, 2024
SAM-Event-Adapter: Adapting Segment Anything Model for Event-RGB Semantic Segmentation.
Proceedings of the IEEE International Conference on Robotics and Automation, 2024
A Physics-Based Simulator for Bi-Directional Motor Driven Flapping Wing Micro Air Vehicles.
Proceedings of the Intelligent Robotics and Applications - 17th International Conference, 2024
Enhancing Document-Level Event Extraction via Structure-Aware Heterogeneous Graph with Multi-Granularity Subsentences.
Proceedings of the IEEE International Conference on Acoustics, 2024
Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024
A Knowledge Push Method to Support the Debugging Process Design of Complex Electronic Products.
Proceedings of the 2024 8th International Conference on Electronic Information Technology and Computer Engineering, 2024
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024
Proceedings of the Conference on Robot Learning, 6-9 November 2024, Munich, Germany., 2024
Proceedings of the Conference on Robot Learning, 6-9 November 2024, Munich, Germany., 2024
Proceedings of the Conference on Robot Learning, 6-9 November 2024, Munich, Germany., 2024
Proceedings of the Thirty Seventh Annual Conference on Learning Theory, June 30, 2024
IAD: In-Context Learning Ability Decoupler of Large Language Models in Meta-Training.
Proceedings of the 2024 Joint International Conference on Computational Linguistics, 2024
Proceedings of the 33rd ACM International Conference on Information and Knowledge Management, 2024
Application of Large Language Models in Chemistry Reaction Data Extraction and Cleaning.
Proceedings of the 33rd ACM International Conference on Information and Knowledge Management, 2024
Proceedings of the Findings of the Association for Computational Linguistics, 2024
2023
Neural Process. Lett., December, 2023
Proc. ACM Program. Lang., October, 2023
Single Object Tracking in Satellite Videos Based on Feature Enhancement and Multi-Level Matching Strategy.
Remote. Sens., September, 2023
A Spatial-Temporal Block-Matching Patch-Tensor Model for Infrared Small Moving Target Detection in Complex Scenes.
Remote. Sens., September, 2023
IEEE J. Sel. Top. Signal Process., September, 2023
Urban Treetop Detection and Tree-Height Estimation from Unmanned-Aerial-Vehicle Images.
Remote. Sens., August, 2023
Smart contract swarm and multi-branch structure for secure and efficient BIM versioning in blockchain-aided common data environment.
Comput. Ind., August, 2023
Intelligent routing algorithm for wireless sensor networks dynamically guided by distributed neural networks.
Comput. Commun., July, 2023
ARLO: An asynchronous update reinforcement learning-based offloading algorithm for mobile edge computing.
Peer Peer Netw. Appl., May, 2023
Method of Infrared Small Moving Target Detection Based on Coarse-to-Fine Structure in Complex Scenes.
Remote. Sens., March, 2023
Spatiotemporal Evolution of Urban Agglomeration and Its Impact on Landscape Patterns in the Pearl River Delta, China.
Remote. Sens., 2023
APAFNet: Single-Frame Infrared Small Target Detection by Asymmetric Patch Attention Fusion.
IEEE Geosci. Remote. Sens. Lett., 2023
What Constitutes a Faithful Summary? Preserving Author Perspectives in News Summarization.
CoRR, 2023
Attitude Takeover Control for Noncooperative Space Targets Based on Gaussian Processes with Online Model Learning.
CoRR, 2023
CoRR, 2023
Knowledge Crosswords: Geometric Reasoning over Structured Knowledge with Large Language Models.
CoRR, 2023
Should Policymakers be Involved? Understanding the Opinions and Needs for Independent Food Delivery Platforms in the United States regarding Public Policy.
CoRR, 2023
BotMoE: Twitter Bot Detection with Community-Aware Mixtures of Modal-Specific Experts.
Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2023
Proceedings of the ACM Multimedia Asia 2023, 2023
Proceedings of the Human-Computer Interaction - INTERACT 2023 - 19th IFIP TC13 International Conference, York, UK, August 28, 2023
An Individual Tree Segmentation Algorithm Without Prior-Knowledge Based on Airborne Lidar Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
Proceedings of the IEEE International Conference on Robotics and Automation, 2023
Multi-Cycle Emergency Material Dispatch Considering the Impact of Psychological Anxiety Under Public Health Emergencies.
Proceedings of the 19th International Conference on Natural Computation, 2023
Algorithms for bounding contribution for histogram estimation under user-level privacy.
Proceedings of the International Conference on Machine Learning, 2023
3D Object Recognition Based on Point Cloud Geometry Construction and Embeddable Attention.
Proceedings of the Image and Graphics - 12th International Conference, 2023
Proceedings of the 2023 ACM Symposium on Cloud Computing, SoCC 2023, 2023
Understanding Human Intervention in the Platform Economy: A case study of an indie food delivery service.
Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems, 2023
Proceedings of the IEEE International Symposium on Broadband Multimedia Systems and Broadcasting, 2023
Proceedings of the IEEE International Symposium on Broadband Multimedia Systems and Broadcasting, 2023
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023
From Pretraining Data to Language Models to Downstream Tasks: Tracking the Trails of Political Biases Leading to Unfair NLP Models.
Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2023
Echo of Neighbors: Privacy Amplification for Personalized Private Federated Learning with Shuffle Model.
Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023
2022
A TV regularisation sparse light field reconstruction model based on guided-filtering.
Signal Process. Image Commun., 2022
Mapping Impervious Surface Using Phenology-Integrated and Fisher Transformed Linear Spectral Mixture Analysis.
Remote. Sens., 2022
Infrared Dim and Small Target Detection from Complex Scenes via Multi-Frame Spatial-Temporal Patch-Tensor Model.
Remote. Sens., 2022
Neural network-based reinforcement learning control for combined spacecraft attitude tracking maneuvers.
Neurocomputing, 2022
Quality Prediction of Continuous Casting Slabs Based on Weighted Extreme Learning Machine.
IEEE Access, 2022
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Proceedings of the 51st International Conference on Parallel Processing, 2022
Proceedings of the International Conference on Multimodal Interaction, 2022
Proceedings of the 38th IEEE International Conference on Data Engineering, 2022
Comparing Experts and Novices for AI Data Work: Insights on Allocating Human Intelligence to Design a Conversational Agent.
Proceedings of the Tenth AAAI Conference on Human Computation and Crowdsourcing, 2022
Proceedings of the DAC '22: 59th ACM/IEEE Design Automation Conference, San Francisco, California, USA, July 10, 2022
2021
IEEE Trans. Medical Imaging, 2021
Frontiers Appl. Math. Stat., 2021
An improved signal-dependent quadratic time-frequency distribution using regional compact kernels for analysis of nonstationary multicomponent LFM signals.
Digit. Signal Process., 2021
Performance, Successes and Limitations of Deep Learning Semantic Segmentation of Multiple Defects in Transmission Electron Micrographs.
CoRR, 2021
Multi defect detection and analysis of electron microscopy images with deep learning.
CoRR, 2021
CoRR, 2021
CoRR, 2021
A quasi fractional order gradient descent method with adaptive stepsize and its application in system identification.
Appl. Math. Comput., 2021
Proceedings of the 20th IEEE International Conference on Trust, 2021
Proceedings of the 20th IEEE International Conference on Trust, 2021
Distributed Estimation with Multiple Samples per User: Sharp Rates and Phase Transition.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021
Proceedings of the IEEE International Conference on Robotics and Automation, 2021
Proceedings of the 38th International Conference on Machine Learning, 2021
Proceedings of the IEEE International Conference on Acoustics, 2021
Improving Empathetic Response Generation by Recognizing Emotion Cause in Conversations.
Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2021, 2021
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021
Proceedings of the 2021 60th IEEE Conference on Decision and Control (CDC), 2021
Estimating Sparse Discrete Distributions Under Privacy and Communication Constraints.
Proceedings of the Algorithmic Learning Theory, 2021
2020
IEEE Trans. Biomed. Eng., 2020
Structure-Adaptive Clutter Suppression for Infrared Small Target Detection: Chain-Growth Filtering.
Remote. Sens., 2020
J. Ambient Intell. Humaniz. Comput., 2020
Estimating Sparse Discrete Distributions Under Local Privacy and Communication Constraints.
CoRR, 2020
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020
Proceedings of The 12th Language Resources and Evaluation Conference, 2020
Optimized Road Status Level Grading Method in Driving Style Evaluation for Pay-How-You-Drive Commercial Vehicle Insurance.
Proceedings of the 13th International Symposium on Computational Intelligence and Design, 2020
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020
Proceedings of the ICDSP 2020: 4th International Conference on Digital Signal Processing, 2020
A Dual Layer Regression Model for Cross-border E-commerce Industry Sale and Hot Product Prediction.
Proceedings of the Cognitive Computing - ICCC 2020, 2020
Proceedings of the Human Interface and the Management of Information. Designing Information, 2020
2019
Infrared Dim Target Detection Using Shearlet's Kurtosis Maximization under Non-Uniform Background.
Symmetry, 2019
Infrared Small Target Detection Based on Non-Convex Optimization with <i>Lp</i>-Norm Constraint.
Remote. Sens., 2019
Ionospheric Rayleigh Wave Disturbances Following the 2018 Alaska Earthquake from GPS Observations.
Remote. Sens., 2019
IEEE Geosci. Remote. Sens. Lett., 2019
Multi-view learning for visual violence recognition with maximum entropy discrimination and deep features.
Inf. Fusion, 2019
IEEE Access, 2019
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Random Forest Classification of Rice Planting Area Using Multi-Temporal Polarimetric Radarsat-2 Data.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Segmentation of Individual Trees Based on the 3-D Distribution Characteristics of Point Cloud Data Obtained by Airborne Lidar.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Proceedings of the 35th IEEE International Conference on Data Engineering, 2019
Proceedings of the 2019 International Conference on Cyberworlds, 2019
Named Entity Recognition in Clinical Text Based on Capsule-LSTM for Privacy Protection.
Proceedings of the Artificial Intelligence and Mobile Services - AIMS 2019, 2019
2018
Clustering based on grid and local density with priority-based expansion for multi-density data.
Inf. Sci., 2018
Fuzzy Optim. Decis. Mak., 2018
Learning architectures based on quantum entanglement: a simple matrix product state algorithm for image recognition.
CoRR, 2018
Proceedings of The 12th International Workshop on Semantic Evaluation, 2018
Multi-view Learning and Deep Learning for Microscopic Neuroblastoma Pathology Image Diagnosis.
Proceedings of the PRICAI 2018: Trends in Artificial Intelligence, 2018
Segmentation of Individual Trees Based on a Point Cloud Clustering Method Using Airborne Lidar Data.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
2017
UFalloc: Towards Utility Max-min Fairness of Bandwidth Allocation for Applications in Datacenter Networks.
Mob. Networks Appl., 2017
J. Ambient Intell. Humaniz. Comput., 2017
Proceedings of the Social, Cultural, and Behavioral Modeling, 2017
Proceedings of the Advances in Intelligent Information Hiding and Multimedia Signal Processing, 2017
2015
2014
Linear optimization with bipolar fuzzy relational equation constraints using the Łukasiewicz triangular norm.
Soft Comput., 2014
Int. J. Uncertain. Fuzziness Knowl. Based Syst., 2014
2013
Soft Comput., 2013
2012
Proceedings of the 3rd IEEE International Conference on Network Infrastructure and Digital Content, 2012