Prosecution Insights
Prosecution Insights
Tech Center 4100 • Art Units: 2148 2159 4100
This examiner grants 60% of resolved cases
Kaitlyn Renee Lau is an examiner in Tech Center 4100 and Art Unit 2148. Based on 10 resolved cases, the examiner has an allowance rate of 60.0 percent. This sample size should be considered when evaluating these metrics, as the 10 resolved cases may not yet represent a long-term trend. However, the 60.0 percent rate provides an initial benchmark for applicants in Tech Center 4100.
The data indicates an interview lift of 66.7 percent for these 10 resolved cases. The median time to allowance is 1453 days. These figures suggest that while the timeline is long, interviews have been successful in the limited number of cases resolved so far. The 1453-day median pendency is a factor to consider, suggesting that even with a 66.7 percent interview lift, applicants should be prepared for the progression toward a final decision in Art Unit 2148. The recorded allowance rate offers a preliminary look at the examiner's tendencies.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18429821 | HETEROGENEOUS PRODUCT AUTOENCODERS FOR CHANNEL-ADAPTIVE NEURAL CODES OF LARGE DIMENSIONS | Non-Final OA | Samsung Electronics Co., Ltd. |
| 18355619 | METHOD AND APPARATUS WITH MODEL TRAINING | Non-Final OA | SAMSUNG ELECTRONICS CO., LTD. |
| 17891401 | AGENT DECISION-MAKING METHOD AND APPARATUS | Final Rejection | HUAWEI TECHNOLOGIES CO., LTD. |
| 18405514 | OBJECTION DETECTION ENCODER TRAINING USING FOUNDATION MODELS | Non-Final OA | Robert Bosch GmbH |
| 18046564 | METHOD AND DEVICE FOR REINFORCEMENT LEARNING | Final Rejection | Robert Bosch GmbH |
| 18009841 | ATTENTION NEURAL NETWORKS WITH CONDITIONAL COMPUTATION | Non-Final OA | Google LLC |
| 17575415 | METHODS AND APPARATUS TO IMPLEMENT A RANDOM FOREST | Non-Final OA | General Electric Company |
| 17908308 | SYNTHETIC DATA GENERATION IN FEDERATED LEARNING SYSTEMS | Final Rejection | Telefonaktiebolaget LM Ericsson (publ) |
| 18038211 | PROCESSING METHOD, PROCESSING SYSTEM, AND PROCESSING PROGRAM | Final Rejection | NTT. Inc. |
| 18380155 | Memory-Efficient Execution of a Machine-Trained Model using Sparsification | Final Rejection | Microsoft Technology Licensing, LLC |
| 18046013 | SPATIO-TEMPORAL GRAPH NEURAL NETWORK FOR TIME SERIES PREDICTION | Non-Final OA | Microsoft Technology Licensing, LLC |
| 18443568 | LEARNING-BASED QUANTUM EXPERIMENTAL SETUP SELECTION | Non-Final OA | International Business Machines Corporation |
| 17678275 | ITERATIVE ANSWER AND SUPPLEMENTAL INFORMATION EXTRACTION FOR MACHINE READING COMPREHENSION | Non-Final OA | International Business Machines Corporation |
| 17380738 | CLASSIFICATION OF MOUSE DYNAMICS DATA USING UNIFORM RESOURCE LOCATOR CATEGORY MAPPING | Final Rejection | International Business Machines Corporation |
| 17497507 | NEURAL NETWORK DATA REPLACEMENT | Non-Final OA | Nvidia Corporation |
| 18066005 | ARTIFICIAL INTELLIGENCE SYSTEM FOR INTEGRITY OPERATING WINDOW OPTIMIZATION | Non-Final OA | HONEYWELL INTERNATIONAL INC. |
| 18080569 | SERVING DISTRIBUTED INFERENCE DEEP LEARNING (DL) MODELS IN SERVERLESS COMPUTING | Non-Final OA | Meta Platforms, Inc. |
| 17805920 | METHOD AND DEVICE FOR TUNING A HYPERPARAMETER OF A MACHINE-LEARNING ALGORITHM | Final Rejection | Volvo Autonomous Solutions AB |
| 18424437 | METHODS AND SYSTEMS FOR CONSTRAINED REINFORCEMENT LEARNING | Non-Final OA | DeepMind Technologies Limited |
| 18098397 | SYSTEMS AND METHODS FOR INTEGRATION OF MACHINE LEARNING MODELS WITH CLIENT APPLICATIONS | Non-Final OA | FMR LLC |
IP Author analyzes examiner patterns and generates tailored response strategies with the highest chance of allowance.
Build Your Strategy