37,758papers
37,758worldwide comparison pool
—India-affiliated papers
Research orientation
Contribution mix
Tone counts: 34,296 positive · 2,499 neutral · 963 negative.
Common problems researchers identify
3,208 papers · 8.5% of this field
- Generative grammar185 papers
- Benchmark136 papers
- Cognition134 papers
- Applications of artificial intelligence106 papers
- Natural98 papers
- Corporate governance90 papers
- Software deployment78 papers
- Consciousness78 papers
Landmark: Reflecting on reflexive thematic analysis
Cautions
1,100 papers · 2.9% of this field
- Generative grammar78 papers
- Robustness56 papers
- Benchmark52 papers
- Applications of artificial intelligence42 papers
- Reliability41 papers
- Cognition37 papers
- Pattern recognition37 papers
- Language model35 papers
Landmark: A Survey on Transfer Learning
Opportunities
25,852 papers · 68.5% of this field
- Pattern recognition1,555 papers
- Robustness1,413 papers
- Benchmark1,411 papers
- Convolutional neural network967 papers
- Scalability940 papers
- Representation901 papers
- Reinforcement learning846 papers
- Segmentation834 papers
Landmark: Deep Residual Learning for Image Recognition
Leading institutions
University of California, Berkeley
417,458 Microsoft Research
371,211 Stanford University
333,419 University of Toronto
281,644 Leading researchers
Geoffrey E. Hinton
182,308 Highly cited breakthrough-labelled papers
- ImageNet classification with deep convolutional neural networks75,550 citations
- Very Deep Convolutional Networks for Large-Scale Image Recognition75,407 citations
- MizAR 60 for Mizar 5074,517 citations
- Scikit-learn: Machine Learning in Python63,388 citations
- ImageNet: A large-scale hierarchical image database60,625 citations
Common problems researchers identify
6,748 papers · 7 recurring themes
Common problems researchers identify · 01Cloud Computing / Edge Computing
1,443 papers24.1% of this theme group
Cloud computing (1,335) · Edge computing (119) · Enhanced Data Rates for GSM Evolution (99) · Scalability (137)
Cloud Computing: Issues and Challenges
Cloud Computing Resource Scheduling and a Survey of Its Evolutionary Approaches
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Common problems researchers identify · 02Benchmark / Representation
1,403 papers23.4% of this theme group
Benchmark (68) · Representation (38) · Language model (24) · Pattern recognition (28)
Representation Learning: A Review and New Perspectives
Machine Learning Interpretability: A Survey on Methods and Metrics
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Common problems researchers identify · 03Computer Security / Cloud Computing Security
869 papers14.5% of this theme group
Computer security (285) · Cloud computing security (257) · Cloud computing (713) · Data security (56)
An analysis of security issues for cloud computing
Cloud computing security threats and responses
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Common problems researchers identify · 04Applications Of Artificial Intelligence / Human Intelligence
809 papers13.5% of this theme group
Applications of artificial intelligence (104) · Human intelligence (31) · Generative grammar (62) · Corporate governance (55)
DEVELOPMENT OF ARTIFICIAL INTELLIGENCE AND ITS RISKS: TECHNOLOGICAL PROGRESS AND THE FUTURE OF HUMANITY
Artificial intelligence agents and agentic AI systems: Architectures, capabilities, applications, challenges, and future directions
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Common problems researchers identify · 05Integrated Circuit / Electronic Circuit
614 papers10.2% of this theme group
Integrated circuit (127) · Electronic circuit (81) · Transistor (47) · CMOS (40)
Quantitatively analyzing the performance of integrated circuits and their reliability
Analog/Mixed-Signal Circuit Synthesis Enabled by the Advancements of Circuit Architectures and Machine Learning Algorithms
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Common problems researchers identify · 06Digital Transformation / Cloud Computing
454 papers7.6% of this theme group
Digital transformation (156) · Cloud computing (310) · Digital economy (44) · Industry 4.0 (42)
Digital Transformation in Business: Opportunities and Challenges
Digital Transformation in a Modern Organization: Opportunities and Challenges
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Common problems researchers identify · 07Energy Management / Energy Management System
408 papers6.8% of this theme group
Energy management (79) · Energy management system (39) · Heat pump (38) · Energy (43)
Energy management in microgrid and multi‐microgrid
Intelligent Energy Management System of a Microgrid Using Optimization Techniques
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Cautions
2,037 papers · 7 recurring themes
Cautions · 01Pattern Recognition / Language Model
572 papers28.1% of this theme group
Pattern recognition (26) · Language model (20) · Benchmark (32) · Robustness (34)
Making better M <scp>axent</scp> models of species distributions: complexity, overfitting and evaluation
Causal Representation Learning on High-Dimensional Data: Benchmarks, Reproducibility, and Evaluation Metrics
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Cautions · 02Cloud Computing / Operating System
289 papers14.2% of this theme group
Cloud computing (225) · Operating system (44) · Distributed computing (22) · Virtualization (20)
Performance Analysis of Cloud Computing Services for Many-Tasks Scientific Computing
Optimizing low latency public cloud systems: Strategies for network, compute and storage efficiency
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Cautions · 03Applications Of Artificial Intelligence / Generative Grammar
281 papers13.8% of this theme group
Applications of artificial intelligence (39) · Generative grammar (52) · Transformative learning (22) · MEDLINE (17)
Artificial Intelligence toward Sustainable Impact Accelerator through Education, Research, and Advocacy: Critical Assessments
Artificial intelligence (AI) in psychology: a commentary on AI’s emerging role and the ensuing conversation.
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Cautions · 04Aerosol / Atmospheric Sciences
270 papers13.3% of this theme group
Aerosol (57) · Atmospheric sciences (49) · Meteorology (41) · Satellite (47)
Exposing Global Cloud Biases in the Community Atmosphere Model (CAM) Using Satellite Observations and Their Corresponding Instrument Simulat
Challenges in global climate models to represent cloud response to aerosols: insights from volcanic eruptions
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Cautions · 05Electronic Circuit / Integrated Circuit
253 papers12.4% of this theme group
Electronic circuit (40) · Integrated circuit (33) · Transistor (23) · CMOS (22)
Evaluating the Impact of Process Variability and Radiation Effects on Different Transistor Arrangements
The Impact of Process Variations on the Thermo-Mechanical Behavior of 3D Integrated Circuits
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Cautions · 06Cloud Computing / Digital Transformation
207 papers10.2% of this theme group
Cloud computing (173) · Digital transformation (37) · Information technology (21) · Big data (27)
The impact of cloud computing technology on cloud accounting adoption and financial management of businesses
Evolution, impact, and future of cloud computing
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Cautions · 07Cloud Computing / Computer Security
165 papers8.1% of this theme group
Cloud computing (111) · Computer security (34) · Cloud computing security (34) · Encryption (22)
Secure cloud computing: Benefits, risks and controls
A survey of risks, threats and vulnerabilities in cloud computing
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Opportunities
54,123 papers · 7 recurring themes
Opportunities · 01Pattern Recognition / Convolutional Neural Network
2,062 papers34.4% of this theme group
Pattern recognition (165) · Convolutional neural network (122) · Representation (86) · Robustness (126)
Accelerating Deep Learning Inference for Brain Tumor Segmentation: A Review of Architectures, Frameworks, and Clinical Translation
FedLAGC: Towards High Performance System-Heterogeneous Federated Learning via Layer-Adaptive Submodel Extraction and Gradient Correction
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Opportunities · 02Cloud Computing / Scalability
1,274 papers21.2% of this theme group
Cloud computing (1,056) · Scalability (206) · Scheduling (105) · Internet of Things (94)
AI-DRIVEN CLOUD COMPUTING: MACHINE LEARNING MODELS FOR DYNAMIC RESOURCE ALLOCATION, TASK SCHEDULING, AND PERFORMANCE OPTIMIZATION
Integrating Artificial Intelligence with Cloud Platforms to Optimize Performance, Scalability, and Reliability in Distributed Computing Syst
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Opportunities · 03Integrated Circuit / Electronic Circuit
813 papers13.6% of this theme group
Integrated circuit (118) · Electronic circuit (107) · CMOS (91) · Chip (71)
Design of On-Chip Lightweight Sensors for Effective Detection of Recycled ICs
Hierarchical Analog/Mixed-Signal Circuit Optimization Under Process Variations and Tuning
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Opportunities · 04Encryption / Cloud Computing
629 papers10.5% of this theme group
Encryption (135) · Cloud computing (462) · Computer security (87) · Intrusion detection system (62)
A Secure and Intelligent Data Transfer System for Cloud Environments using Hybrid Cryptography and Deep Learning-based Intrusion Detection
MULTI-LAYERED AUTHENTICATION AND ENCRYPTION FOR CLOUD SAFETY
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Opportunities · 05Energy Management / Energy Management System
479 papers8.0% of this theme group
Energy management (188) · Energy management system (111) · Microgrid (70) · Smart grid (70)
Design and Implementation of a Microgrid Energy Management System
Study of Energy Management System and IOT Integration in Smart Grid
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Opportunities · 06Point Cloud / Cloud Computing
453 papers7.5% of this theme group
Point cloud (188) · Cloud computing (301) · Lidar (34) · Satellite (39)
PointAugment: An Auto-Augmentation Framework for Point Cloud Classification
Enhanced Point Cloud Object Classification using Convolutional Neural Networks and Bearing Angle Image
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Opportunities · 07Enhanced Data Rates For Gsm Evolution / Edge Computing
290 papers4.8% of this theme group
Enhanced Data Rates for GSM Evolution (154) · Edge computing (120) · Edge device (52) · Mobile edge computing (30)
Secure Data Sharing and Searching at the Edge of Cloud-Assisted Internet of Things
Implementasi Edge Computing untuk Optimalisasi Pengumpulan Data Sensor pada Smart Building
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How this field compares with the research baseline
Orientation shares compared with 25,000 papers in the reference sample.
Concerns receiving less research attention
Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.
Research orientation and citation rankings describe the covered collection. Its recorded publication dates do not support an overall publication-volume trend.
Institution and researcher rankings use citations to their covered work. Research scope: worldwide. This may be broader than the company geography.