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| Art Unit: | 2147 — Data processing: artificial intelligence |
|---|---|
| Group: | 2120-2140 — Artificial Intelligence |
| Classes: |
715 — Data processing: presentation processing of document, operator interface processing, and screen saver display processing 706 — Data processing: artificial intelligence 701 — Data processing: vehicles, navigation, and relative location 726 — Information security 704 — Data processing: speech signal processing, linguistics, language translation, and audio compression/decompression 725 — Interactive video distribution systems 718 — Electrical computers and digital processing systems: virtual machine task or process management or task management/control 340 — Communications: electrical 434 — Education and demonstration 382 — Image analysis |
| Phone: | (571) 270-3916 |
| Email: | james.tsai@uspto.gov |
| Location: | VA 22314 |
| Title: | Pat Examnr Compr Engrg |
| Service: | 12 years |
| Grade: | GS-14 |
| 3-Year Grant rate: | 71% over 124 cases |
|---|---|
| Difficulty: | Medium |
| Difficulty Percentile: | 59th
|
With Examiner Tsai, you have a 71% chance of getting an issued patent by 3 years after the first office action. Examiner Tsai is a medium examiner and in the 59th percentile across all examiners (with 100th percentile most difficult).
Below is the grant rate timeline for Examiner Tsai, where the timeline is relative to the date of the first office action. The three-year grant rate is the percentage of applications granted at three years after the first office action.
Examiner Tsai's grant rate is higher than that of Art Unit 2147 and lower than that of the USPTO.
| Average Office Actions Per Grant | |
|---|---|
| Examiner Tsai | 2.1 |
| Art Unit 2147 | 2.2 |
Examiner Tsai has granted 33 of 53 cases without any applicant-requested interviews for a grant rate of 62%.
Examiner Tsai has granted 55 of 71 cases with at least one applicant-requested interview for a grant rate of 77%.
With Examiner Tsai, conducting an interview increases your chance of getting a patent granted by 24%.
| Number | Title | OA Rejections | Status | IFW |
|---|---|---|---|---|
| 19242228 | Audio Alignment Systems And Techniques | Rejection information available with a Premium Stats subscription. See our pricing. | Patented | View |
| 18060628 | Method And System For Two-Step Hierarchical Model Optimization | Patented | View | |
| 17439962 | Method For Generating A Composition For Dyes, Paints, Printing Inks, Grind Resins, Pigment Concentrates Or Other Coating Substances | Patented | View | |
| 17480282 | Method And Apparatus For Performing Convolution Neural Network Operations | Patented | View | |
| 17687329 | Method And System For Performing Data Prediction | Patented | View | |
| 17910270 | Information Processing Method For Reducsing Storage Requirements For Weight Parameter Values Of Learned Data Sets | Patented | View | |
| 17893026 | Performing Visual Relational Reasoning | Patented | View | |
| 17362385 | Feature Generation Optimization | Patented | View | |
| 17416697 | Neuron And Neuromorphic System Including The Same | Patented | View | |
| 18320836 | User Interfaces For Time Period-Based Curated Playlists | Patented | View | |
| 17698937 | Signal Data Signature Classifiers Trained With Signal Data Signature Libraries And A Machine Learning Derived Strategic Blueprint | Patented | View | |
| 17932278 | Machine Learning Model Training System And Method | Abandoned | View | |
| 18013907 | Meeting Assistance System | Patented | View | |
| 17574433 | Artificial Neural Networks Generated By Low Discrepancy Sequences | Patented | View | |
| 17761049 | Learning Apparatus, Estimation Apparatus, Learning Method, Estimation Method And Program | Abandoned | View | |
| 18614349 | Real-Time Communication Interface With Haptic And Audio Feedback Response | Patented | View | |
| 18644802 | Portable Electronic Device, Method, And Graphical User Interface For Displaying A Vertical Bar With Scrollable Content | Patented | View | |
| 17355406 | Methods And Systems For Transfer Learning Of Deep Learning Model Based On Document Similarity Learning | Patented | View | |
| 17909086 | Methods Providing Video Conferencing With Adjusted/modified Video And Related Video Conferencing Nodes | Patented | View | |
| 17368060 | Determining Data Suitability For Training Machine Learning Models | Patented | View | |
| 17674762 | Real-Time Prediction Method For Engine Emission | Patented | View | |
| 17699547 | Optimizing Cascade Of Classifiers Schema Using Genetic Search | Patented | View | |
| 17623177 | Measuring Quantum State Purity | Patented | View | |
| 18182667 | Generating A Customized Social-Driven Playlist | Patented | View | |
| 18531214 | Video Display Method And Apparatus, And Computer Device And Storage Medium | Patented | View | |
| 17671399 | Systems And Methods For Automated Scribes Based On Knowledge Graphs Of Clinical Information Having Weighted Connections | Patented | View | |
| 18590258 | Method For Transmitting Message And Electronic Device Thereof | Patented | View | |
| 17997904 | System And Method For Detecting Handwriting Problems | Patented | View | |
| 17362728 | Artificial Intelligence Enabled Preference Learning | Patented | View | |
| 17080588 | Feature Engineering Orchestration Method And Apparatus | Patented | View | |
| 18462745 | Mixing Participant Audio From Multiple Rooms Within A Virtual Conferencing System | Patented | View | |
| 18508048 | Virtual Workspace Viewport Following In Collaboration Systems | Patented | View | |
| 17700865 | Video Activation Based Upon Detection Of User Action | Patented | View | |
| 17437017 | Model Learning Apparatus, Label Estimation Apparatus, Method And Program Thereof | Abandoned | View | |
| 17334663 | Recommendation Method, Computing Device And Storage Medium | Abandoned | View | |
| 17932999 | Devices, Methods, And Graphical User Interfaces For Presenting Virtual Objects In Virtual Environments | Patented | View | |
| 18061203 | Systems, Apparatus, And Methods For Gesture-Based Augmented Reality, Extended Reality | Patented | View | |
| 17349251 | Transfer Learning With Basis Scaling And Pruning | Patented | View | |
| 17236450 | Computerized System And Method For Distilled Deep Prediction For Personalized Stream Ranking | Patented | View | |
| 16744537 | Applied Artificial Intelligence Technology For Adaptively Classifying Sentences Based On The Concepts They Express To Improve Natural Language Understanding | Patented | View | |
| 17360526 | Network Operator Processing Method, Apparatus, Electronic Device And Storage Medium | Abandoned | View | |
| 17119523 | Method And Apparatus For Performing Learning From Demonstrations, Particularly Imitation Learning | Patented | View | |
| 18202770 | Collaboration System Including A Spatial Event Map | Patented | View | |
| 18157730 | Peer Managed Automated Dual Screen Sharing Based On Associating Semantic Inputs And Viewed Visual Content | Patented | View | |
| 17566069 | Device, Method, And Graphical User Interface For Managing Content Items And Associated Metadata | Abandoned | View | |
| 17015243 | Machine Learning With Multiple Constraints | Patented | View | |
| 17549704 | Haptic Controller | Patented | View | |
| 18013710 | Tactile Presentation Device, Tactile Presentation System, Control Device, And Non-Transitory Computer-Readable Medium | Patented | View | |
| 16855980 | Computer Implemented Accessibility Systems And Methods | Patented | View | |
| 17636549 | Light Field Display System For Consumer Devices | Patented | View |
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