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| Art Unit: | 2128 — Data processing: artificial intelligence |
|---|---|
| Group: | 2120-2140 — Artificial Intelligence |
| Classes: |
706 — Data processing: artificial intelligence |
| Phone: | (571) 272-3369 |
| Email: | chaitanya.jayakumar@uspto.gov |
| Location: | VA 22314 |
| Title: | Patent Examiner (Computer Science) |
| Service: | 6 years |
| Grade: | GS-09 |
| 3-Year Grant rate: | 15% over 41 cases |
|---|---|
| Difficulty: | Extremely Hard |
| Difficulty Percentile: | 94th
|
With Examiner Jayakumar, you have a 15% chance of getting an issued patent by 3 years after the first office action. Examiner Jayakumar is an extremely hard examiner and in the 94th percentile across all examiners (with 100th percentile most difficult).
Below is the grant rate timeline for Examiner Jayakumar, 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 Jayakumar's grant rate is lower than that of Art Unit 2128 and lower than that of the USPTO.
| Average Office Actions Per Grant | |
|---|---|
| Examiner Jayakumar | 2.7 |
| Art Unit 2128 | 2.1 |
Examiner Jayakumar has granted 1 of 9 cases without any applicant-requested interviews for a grant rate of 11%.
Examiner Jayakumar has granted 5 of 32 cases with at least one applicant-requested interview for a grant rate of 16%.
With Examiner Jayakumar, conducting an interview increases your chance of getting a patent granted by 45%.
| Number | Title | OA Rejections | Status | IFW |
|---|---|---|---|---|
| 17699861 | Learning Method And Learning Apparatus For Performing Virtual-Actual Correction By Machine Learning-Assisted Simulation Of Pressure Numerical Value | Rejection information available with a Premium Stats subscription. See our pricing. | Abandoned | View |
| 15903949 | Information Processing Apparatus, Information Processing Method, And Storage Medium | Abandoned | View | |
| 16201393 | Generating Result Explanations For Neural Networks | Abandoned | View | |
| 15832936 | Enhancement Of Communications To A User From Another Party Using Cognitive Techniques | Abandoned | View | |
| 16168266 | Efficiently Learning From Highly-Diverse Data Sets | Abandoned | View | |
| 15852576 | Ontology-Based Reasoning Apparatus, System And Method Using User-Defined Rules | Abandoned | View | |
| 16458230 | Method Of And System For Multi-View And Multi-Source Transfers In Neural Topic Modelling | Abandoned | View | |
| 17079687 | Method For Describing Prediction Model, Non-Transitory Computer-Readable Storage Medium For Storing Prediction Model Description Program, And Prediction Model Description Device | Abandoned | View | |
| 17630643 | Adversarial Example Detection System, Method, And Program | Abandoned | View | |
| 16543754 | Outlier Processing In Time Series Data | Abandoned | View | |
| 16202249 | Contrastive Explanations For Interpreting Deep Neural Networks | Abandoned | View | |
| 16562972 | Generating Training Data For Machine-Learning Models | Abandoned | View | |
| 16180807 | System And Method For Obtaining And Transforming Interactive Narrative Information | Abandoned | View | |
| 15884279 | Generating And Deploying Packages For Machine Learning At Edge Devices | Patented | View | |
| 17253131 | Detecting Device, Detecting Method, And Detecting Program For Estimating Probability Distribution Of Data Using Variable Autoencoders | Abandoned | View | |
| 16954366 | Computer-Implemented Methods Of Evaluating Task Networks | Abandoned | View | |
| 16360166 | Graph Based Hypothesis Computing | Abandoned | View | |
| 15981216 | Knowledge Verification Method, Knowledge Verification Device And Storage Medium | Abandoned | View | |
| 17108417 | Document Classification Using Third-Party Review And Feedback | Abandoned | View | |
| 16706398 | Neural Network Processing Of Return Path Data To Estimate Household Member And Visitor Demographics | Abandoned | View | |
| 16624949 | Systems And Methods For Optimization Of Machine-Learned Models | Abandoned | View | |
| 16454683 | Task-Aware Command Recommendation And Proactive Help | Abandoned | View | |
| 16547380 | Systems And Methods For Modelling Prediction Errors In Path-Learning Of An Autonomous Learning Agent | Patented | View | |
| 15830940 | Machine Learning And Automated Persistent Internet Domain Monitoring | Abandoned | View | |
| 16212354 | Scheduling Task Graph Operations | Abandoned | View | |
| 16477245 | Information Processing Apparatus, Information Processing Method, And Non-Transitory Recording Medium | Abandoned | View | |
| 16387584 | Control System, Learning Data Creation Apparatus, Learning Apparatus, And Judgment Apparatus | Abandoned | View | |
| 15959023 | Optimizing Feature Evaluation In Machine Learning | Abandoned | View | |
| 16477251 | Information Processing Apparatus, Information Processing Method, And Non-Transitory Recording Medium | Abandoned | View | |
| 16142812 | Deep Learning Model For Probabilistic Forecast Of Continuous Manufacturing Process | Abandoned | View | |
| 15952698 | Interpretable General Reasoning System Using Key Value Memory Networks | Abandoned | View | |
| 16194919 | Machine Learning Risk Determination System For Tree Based Models | Abandoned | View | |
| 16336744 | Abnormality Detection Method And Abnormality Detection Apparatus | Abandoned | View | |
| 15826771 | Generating Compositional Artifacts Based On Seed Artifacts | Abandoned | View | |
| 16507025 | Collecting Observations For Machine Learning | Patented | View | |
| 15866225 | Matrix Completion And Recommendation Provision With Deep Learning | Patented | View | |
| 15826613 | System And Method For Semi-Supervised Conditional Generative Modeling Using Adversarial Networks | Patented | View | |
| 16985161 | User Classification Based On User Content Viewed | Patented | View | |
| 16562192 | Systems And Methods For Training Generative Machine Learning Models With Sparse Latent Spaces | Abandoned | View | |
| 16561319 | Causal Relationship Display System And Method | Abandoned | View | |
| 15803479 | Self-Adaptive System And Method For Large Scale Online Machine Learning Computations | Abandoned | View | |
| 16466889 | Method And Device For Obtaining A System For Labelling Images | Abandoned | View | |
| 16170979 | Perform Destages Of Tracks With Holes In A Storage System By Training A Machine Learning Module | Patented | View | |
| 16190121 | Determining A Sequential Order Of Types Of Events Based On User Actions Associated With A Third Party System | Patented | View | |
| 16048368 | System And Method For Enriching Datasets While Learning | Abandoned | View | |
| 15914967 | Dynamic Learning System | Patented | View | |
| 16175737 | Knowledge Base Content Discovery | Abandoned | View |
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Disclaimer: We do not provide any guarantees as to the accuracy of the statistics presented above and under
no circumstances will we be liable for any outcome resulting from your reliance on the above statistics.