Prosecution Insights
Last updated: August 17, 2026

Examiner: LAU, KAITLYN RENEE

Tech Center 4100 • Art Units: 2148 2159 4100

This examiner grants 56% of resolved cases

Performance Statistics

55.6%
Allow Rate
-4.4% vs TC avg
37
Total Applications
+80.0%
Interview Lift
1479
Avg Prosecution Days
Based on 9 resolved cases, 2023–2026

Rejection Statute Breakdown

32.7%
§101 Eligibility
12.8%
§102 Novelty
32.7%
§103 Obviousness
21.1%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18429821 HETEROGENEOUS PRODUCT AUTOENCODERS FOR CHANNEL-ADAPTIVE NEURAL CODES OF LARGE DIMENSIONS Non-Final OA Samsung Electronics Co., Ltd.
18405514 OBJECTION DETECTION ENCODER TRAINING USING FOUNDATION MODELS Non-Final OA Robert Bosch GmbH
18009841 ATTENTION NEURAL NETWORKS WITH CONDITIONAL COMPUTATION Non-Final OA Google LLC
17891401 AGENT DECISION-MAKING METHOD AND APPARATUS Final Rejection HUAWEI TECHNOLOGIES CO., LTD.
17575415 METHODS AND APPARATUS TO IMPLEMENT A RANDOM FOREST Non-Final OA General Electric Company
17925284 METHODS, APPARATUS AND SYSTEMS FOR GRAPH-CONDITIONED AUTOENCODER (GCAE) USING TOPOLOGY-FRIENDLY REPRESENTATIONS Non-Final OA InterDigital Patent Holdings, Inc.
18308126 System and Method for Sensing a State of a Device with Continuous-Time Dynamics Final Rejection Mitsubishi Electric Research Laboratories, Inc.
17497507 NEURAL NETWORK DATA REPLACEMENT Final Rejection Nvidia Corporation
17678275 ITERATIVE ANSWER AND SUPPLEMENTAL INFORMATION EXTRACTION FOR MACHINE READING COMPREHENSION Final Rejection International Business Machines Corporation
18424437 METHODS AND SYSTEMS FOR CONSTRAINED REINFORCEMENT LEARNING Non-Final OA DeepMind Technologies Limited
18105180 CONTROLLING COMPUTING DEVICES USING HIERARCHICAL AGENTS Final Rejection DeepMind Technologies Limited
18098397 SYSTEMS AND METHODS FOR INTEGRATION OF MACHINE LEARNING MODELS WITH CLIENT APPLICATIONS Non-Final OA FMR LLC
18323492 LIFE PREDICTION METHOD OF ROTARY MULTI-COMPONENT SYSTEM AND RELATED APPARATUS Final Rejection GUANGDONG UNIVERSITY OF TECHNOLOGY

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