5,214papers
37,758worldwide comparison pool
5,214India-affiliated papers
Research orientation
Contribution mix
Tone counts: 4,650 positive · 418 neutral · 146 negative.
Common problems researchers identify
575 papers · 11.0% of this field
- Cognition37 papers
- Software deployment25 papers
- Architecture17 papers
- Product17 papers
- Applications of artificial intelligence15 papers
- Robotics14 papers
- Perception14 papers
- Constraint14 papers
Landmark: "Why Should I Trust You?"
Cautions
180 papers · 3.5% of this field
- Software deployment9 papers
- Robustness8 papers
- Perception8 papers
- MEDLINE8 papers
- Pattern recognition8 papers
- Benchmark7 papers
- Generative grammar7 papers
- Random forest7 papers
Landmark: Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program
Opportunities
3,351 papers · 64.3% of this field
- Pattern recognition166 papers
- Convolutional neural network162 papers
- Benchmark148 papers
- Robustness123 papers
- Scalability100 papers
- Cognition94 papers
- Representation93 papers
- Interpretability88 papers
Landmark: ImageNet classification with deep convolutional neural networks
Leading institutions
University of California, Berkeley
417,458 Stanford University
333,419 University of Washington
189,131 Massachusetts Institute of Technology
184,308 Leading researchers
Highly cited breakthrough-labelled papers
- ImageNet classification with deep convolutional neural networks75,550 citations
- Scikit-learn: Machine Learning in Python63,388 citations
- ImageNet: A large-scale hierarchical image database60,625 citations
- Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks52,930 citations
- MEGA6: Molecular Evolutionary Genetics Analysis Version 6.047,711 citations
Common problems researchers identify
1,460 papers · 7 recurring themes
Common problems researchers identify · 01Cognition / Generative Grammar
405 papers27.7% of this theme group
Cognition (22) · Generative grammar (12) · Pattern recognition (9) · Deep neural networks (9)
Matching Methods for Causal Inference: A Review and a Look Forward
Multimodal Machine Learning: A Survey and Taxonomy
View research history
Common problems researchers identify · 02Cloud Computing / Scalability
311 papers21.3% of this theme group
Cloud computing (276) · Scalability (40) · Operating system (23) · Provisioning (15)
Cloud Computing: Distributed Internet Computing for IT and Scientific Research
Big data and cloud computing
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Common problems researchers identify · 03Applications Of Artificial Intelligence / Big Data
212 papers14.5% of this theme group
Applications of artificial intelligence (17) · Big data (32) · Automation (21) · Software deployment (24)
Real-Time AI-Powered Predictive Analytics in Cloud-Based Healthcare Platforms: From Concept to Implementation
The Intelligent Ledger: Harnessing Artificial Intelligence, Big Data, and Cloud Power to Revolutionize Finance, Credit, and Security
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Common problems researchers identify · 04Integrated Circuit / Transistor
196 papers13.4% of this theme group
Integrated circuit (29) · Transistor (20) · Electronic circuit (18) · Mixed-signal integrated circuit (13)
Reliability- and Process-variation aware design of integrated circuits — A broader perspective
Robust and resilient designs from the bottom-up: Technology, CAD, circuit, and system issues
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Common problems researchers identify · 05Computer Security / Cloud Computing Security
188 papers12.9% of this theme group
Computer security (75) · Cloud computing security (56) · Cloud computing (156) · Internet privacy (16)
Security and Privacy Challenges in Cloud Computing Environments
An analysis of security issues for cloud computing
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Common problems researchers identify · 06Aerosol / Atmospheric Sciences
90 papers6.2% of this theme group
Aerosol (23) · Atmospheric sciences (15) · Climatology (12) · Cloud computing (59)
Improving our fundamental understanding of the role of aerosol−cloud interactions in the climate system
Review of Aerosol–Cloud Interactions: Mechanisms, Significance, and Challenges
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Common problems researchers identify · 07Enhanced Data Rates For Gsm Evolution / Edge Computing
58 papers4.0% of this theme group
Enhanced Data Rates for GSM Evolution (33) · Edge computing (31) · Edge device (19) · Cloud computing (46)
Edge Computing: Vision and Challenges
The Promise of Edge Computing
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Cautions
509 papers · 7 recurring themes
Cautions · 01Pattern Recognition / Benchmark
119 papers23.4% of this theme group
Pattern recognition (7) · Benchmark (8) · Random forest (6) · Statistical analysis (5)
Double/debiased machine learning for treatment and structural parameters
Making better M <scp>axent</scp> models of species distributions: complexity, overfitting and evaluation
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Cautions · 02Cloud Computing / Operating System
107 papers21.0% of this theme group
Cloud computing (98) · Operating system (14) · Virtualization (11) · Scalability (14)
On the Use of Cloud Computing for Scientific Workflows
A survey of risks, threats and vulnerabilities in cloud computing
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Cautions · 03Atmospheric Sciences / Aerosol
83 papers16.3% of this theme group
Atmospheric sciences (29) · Aerosol (24) · Meteorology (23) · Climatology (15)
Intercomparison of model simulations of mixed‐phase clouds observed during the ARM Mixed‐Phase Arctic Cloud Experiment. I: single‐layer clou
Exposing Global Cloud Biases in the Community Atmosphere Model (CAM) Using Satellite Observations and Their Corresponding Instrument Simulat
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Cautions · 04Three-Dimensional Integrated Circuit / Integrated Circuit
59 papers11.6% of this theme group
Three-dimensional integrated circuit (12) · Integrated circuit (12) · Interconnection (11) · Electronic circuit (11)
Design automation and testing of monolithic 3D ICs: Opportunities, challenges, and solutions: (Invited paper)
Assembly challenges in developing 3D IC package with ultra high yield and high reliability
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Cautions · 05Medline / Generative Grammar
58 papers11.4% of this theme group
MEDLINE (6) · Generative grammar (6) · Transparency (4) · Applications of artificial intelligence (4)
Opinion Paper: “So what if ChatGPT wrote it?” Multidisciplinary perspectives on opportunities, challenges and implications of generative con
Students’ perceptions and responsible adoption of artificial intelligence in education: Ethical considerations, impacts, and academic perfor
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Cautions · 06Radiative Transfer / Cloud Computing
53 papers10.4% of this theme group
Radiative transfer (13) · Cloud computing (32) · Satellite (11) · Radiative forcing (5)
Effects of cloud horizontal inhomogeneity and drizzle on remote sensing of cloud droplet effective radius: Case studies based on large‐eddy
Experimental Investigation of Convective and Radiative Heat Transfer to a Dilute Particle Cloud in a Subatmospheric Environment
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Cautions · 07Adversarial System / Exploit
30 papers5.9% of this theme group
Adversarial system (5) · Exploit (4) · Training set (3) · Covert (3)
Ensemble Adversarial Training: Attacks and Defenses
Invisible Leaks: Covert Channel Exploitation in In-Sensor Computing System
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Opportunities
9,438 papers · 7 recurring themes
Opportunities · 01Cloud Computing / Scalability
1,434 papers23.9% of this theme group
Cloud computing (1,211) · Scalability (269) · Distributed computing (145) · Edge computing (128)
AI-Driven Automation and Reliability Engineering: Optimizing Cloud Infrastructure for Zero Downtime and Scalable Performance
Seamless Integration of Edge-Cloud Computing and Distributed Artificial Intelligence: A Comprehensive Framework for Next-Generation Applicat
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Opportunities · 02Cognition / Generative Grammar
1,184 papers19.7% of this theme group
Cognition (40) · Generative grammar (46) · Language model (28) · Natural language processing (33)
A unified architecture for natural language processing
InfoGAN: Interpretable Representation Learning by Information Maximizing\n Generative Adversarial Nets
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Opportunities · 03Integrated Circuit / Electronic Circuit
981 papers16.4% of this theme group
Integrated circuit (149) · Electronic circuit (113) · Chip (85) · Three-dimensional integrated circuit (71)
A Test Integration Methodology for 3D Integrated Circuits
Hierarchical Analog/Mixed-Signal Circuit Optimization Under Process Variations and Tuning
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Opportunities · 04Convolutional Neural Network / Pattern Recognition
829 papers13.8% of this theme group
Convolutional neural network (120) · Pattern recognition (105) · Segmentation (59) · Image (35)
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal\n Networks
Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning
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Opportunities · 05Cloud Computing / Encryption
760 papers12.7% of this theme group
Cloud computing (573) · Encryption (105) · Computer security (124) · Access control (38)
Optimizing Cloud Security with Machine Learning: Predicting and Preventing Vulnerabilities in Distributed Systems
Privacy-Aware AI in cloud-telecom convergence: A federated learning framework for secure data sharing
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Opportunities · 06Point Cloud / Cloud Computing
481 papers8.0% of this theme group
Point cloud (111) · Cloud computing (314) · Meteorology (48) · Aerosol (47)
Near-real time cloud retrievals from operational and research meteorological satellites
Opinion: Inferring process from snapshots of cloud systems
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Opportunities · 07Energy Management / Energy Management System
331 papers5.5% of this theme group
Energy management (118) · Energy management system (76) · Microgrid (59) · Smart grid (55)
Energy Management of Multiple Microgrids Based on a System of Systems Architecture
Operation and Coordinated Energy Management in Multi-Microgrids for Improved and Resilient Distributed Energy Resource Integration in Power
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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: United States. This may be broader than the company geography.
