1. Stats
  2. USPTO
  3. TC 2100
  4. Group 2120-2140
  5. Art Unit 2125
  6. Examiner Baldwin

Examiner Baldwin Randall K

2125-BALDWIN-RANDALL-K

Employment Information

Art Unit:2125 — Data processing: artificial intelligence
Group:2120-2140 — Artificial Intelligence
Classes: 706 — Data processing: artificial intelligence
708 — Electrical computers: arithmetic processing and calculating
Phone:(571) 270-5222
Email:randall.baldwin@uspto.gov
Location:VA 22314
Title:Pat Examnr Elctrl Engrg
Service:7 years
Grade:GS-14

Grant Rate and Difficulty Ranking

60
3-Year Grant rate: 70% over 148 cases
Difficulty: Medium
Difficulty Percentile: 60th

With Examiner Baldwin, you have a 70% chance of getting an issued patent by 3 years after the first office action. Examiner Baldwin is a medium examiner and in the 60th percentile across all examiners (with 100th percentile most difficult).

Grant Rate

Grant Rate Timeline

Below is the grant rate timeline for Examiner Baldwin, 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.

Comparison with Art Unit 2125

Examiner Baldwin's grant rate is lower than that of Art Unit 2125 and lower than that of the USPTO.

Average Office Actions Per Grant
Examiner Baldwin 2.0
Art Unit 2125 1.8

Interview Benefit

Grant Rate without Interview

Examiner Baldwin has granted 49 of 78 cases without any applicant-requested interviews for a grant rate of 63%.

Grant Rate with Interview

Examiner Baldwin has granted 54 of 70 cases with at least one applicant-requested interview for a grant rate of 77%.

Interview Benefit

With Examiner Baldwin, conducting an interview increases your chance of getting a patent granted by 22%.

Recent Dispositions

Recent Dispositions

Number Title OA Rejections Status IFW
17846837 Accelerator For Deep Neural Networks Rejection information available with a Premium Stats subscription. See our pricing. Patented View
19294125 Mobile-Optimized Multi-Stage Llm With Federated Persistent Cognitive Architecture Patented View
19093171 Scheduling Method For A Multi-Layer Convolutional Neural Network, Electronic Device And Storage Medium Patented View
19315849 System And Method For Enterprise Hierarchical Persistent Cognitive Machines With Organizational Hierarchy Awareness And Compliance Integration Patented View
17809044 Blockwise Factorization Of Hypervectors Patented View
15491950 Distributed Deep Learning Using A Distributed Deep Neural Network Patented View
15299124 Methods, Systems, Non-Transitory Computer Readable Medium, And Machines For Maintaining Augmented Telepathic Data Abandoned View
17701809 Hardware Implementation Of Activation Functions Patented View
19072823 Generative Artificial Intelligence For Content Generation With Searchable Repository Patented View
17455181 Method And System For Over-Prediction In Neural Networks Patented View
17592174 Machine-Learned Attention Models Featuring Echo-Attention Layers Patented View
19260485 Processing Heterogeneous Generative Artificial Intelligence Models Patented View
19063602 Modular Open System Architecture For Common Intelligence Picture Generation Patented View
18985282 Integer Gate Logic (Igl) Artificial Neural Network With Parrallelization And Internal Visualization Capabilities Patented View
17465439 Secure, Accurate And Fast Neural Network Inference By Replacing At Least One Non-Linear Activation Channel Patented View
17213167 Training Individually Fair Machine Learning Algorithms Via Distributionally Robust Optimization Patented View
17451260 Machine Unlearning And Retraining Of A Machine Learning Model Based On A Modified Training Dataset Patented View
17081277 Predicting Topic Sentiment Using A Machine Learning Model Trained With Observations In Which The Topics Are Masked Patented View
16197986 Pruning Neural Networks That Include Element-Wise Operations Patented View
17372921 Method And Device For Training Tree Model Abandoned View
18844254 System, Method, And Computer Program Product For Saving Memory During Training Of Knowledge Graph Neural Networks Patented View
17284201 Task Processing Method And Device Based On Neural Network Patented View
16751038 Neural Network Execution Streams Patented View
17226619 Methods, Mediums, And Systems For Generating Causal Inference Structure Between Concepts Having Predictive Capabilities Patented View
17441316 Learning System, Data Generation Apparatus, Data Generation Method, And Computer-Readable Storage Medium Storing A Data Generation Program For Training Neural Networks Through Supervised Learning And Dataset Generated From Answer Data Abandoned View
19042006 Neural Processing Unit Operable In Multiple Modes To Approximate Activation Function Patented View
17655838 Systems And Methods For Reducing Problematic Correlations Between Features From Machine Learning Model Data Patented View
17490287 Updating Machine Learning Models Patented View
17292783 Content Classification Method Patented View
18818342 Data Prefiltering For Large Scale Data Classification Patented View
18798833 Modular Soc Ai/ml Inference Engine With Dynamic Updates Using A Hub-And-Spoke Topology At Each Neural Network Layer Patented View
17279680 Prediction Managment System, Prediction Management Method, Data Structure, Prediction Management Device And Prediction Execution Device Patented View
16449205 Output Array Neuron Conversion And Calibration For Analog Neural Memory In Deep Learning Artificial Neural Network Patented View
18732648 Method, Device, And Medium For Predicting Flue Dust Concentration Patented View
18522075 Systems And Methods Of Sparsity Exploiting Abandoned View
17420521 Electronic Device And Controlling Method Thereof Patented View
18406829 Systems And Methods For Cohort-Based Predictions In Clustered Time-Series Data In Order To Detect Significant Rate-Of-Change Events Patented View
17362887 Content Recommendation Method And Apparatus, Device, And Storage Medium Patented View
17188234 Information Processing Apparatus, Control Methods Thereof, And Recording Medium For Neural Network Learning Models Utilizing Data Minimization Patented View
17492222 Systems And Methods For Tagging Datasets Using Models Arranged In A Series Of Nodes Patented View
18792455 Multimodal Generative Ai Model Protection Using Sequential Sidecars Patented View
17195775 Arithmetic Device, Computer System, And Arithmetic Method Abandoned View
16739543 Method And Apparatus With Neural Network Layer Contraction Patented View
18781938 Machine Learning Architectures With Sub-Quadratic Iterator Modules Patented View
17170416 Systems And Methods For Modeling Continuous Stochastic Processes With Dynamic Normalizing Flows Patented View
17345996 Method And System For Creating An Ensemble Of Machine Learning Models To Defend Against Adversarial Examples Patented View
17266624 Dispatching Distribution Abandoned View
16977469 Learning Assistance Device, Processing System, Learning Assistance Method, And Storage Medium Patented View
18028566 Neural Network Retraining Method Based On Aging Sensing Of Memristors Patented View
17151001 Systems And Methods For Training Machine-Learned Models With Deviating Intermediate Representations Patented View

Appeals Statistics

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