Prosecution Insights
Last updated: April 19, 2026

Examiner: MAIDO, MAGGIE T

Tech Center 2100 • Art Units: 2111 2129 2182

This examiner grants 64% of resolved cases

Performance Statistics

63.9%
Allow Rate
+8.9% vs TC avg
87
Total Applications
+20.7%
Interview Lift
1573
Avg Prosecution Days
Based on 36 resolved cases, 2023–2026

Rejection Statute Breakdown

25.6%
§101 Eligibility
2.6%
§102 Novelty
56.1%
§103 Obviousness
15.3%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17641011 INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND PROGRAM Non-Final OA Sony Group Corporation
17236957 VIRTUAL TELLER SYSTEMS AND METHODS Non-Final OA Nant Holdings IP, LLC
17774201 METHODS AND APPARATUS FOR MACHINE LEARNING MODEL LIFE CYCLE Non-Final OA Telefonaktiebolaget LM Ericsson (publ)
17286812 ARCHITECTURE FOR UTILIZING KEY-VALUE STORE FOR DISTRIBUTED NEURAL NETWORKS AND DEEP LEARNING Final Rejection Telefonaktiebolaget LM Ericsson (publ)
18331734 LARGE TENSOR TILING Non-Final OA Microsoft Technology Licensing, LLC
18103007 NEURAL NETWORK INFERENCE UNDER HOMOMORPHIC ENCRYPTION Non-Final OA International Business Machines Corporation
18071965 IDENTIFYING UNKOWN DECISION MAKING FACTORS FROM COMMUNICATIONS DATA Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
17506753 ARTIFICIAL INTELLIGENCE MODEL LEARNING INTROSPECTION Non-Final OA International Business Machines Corporation
17359162 MODEL PROPAGATION IN EDGE ARCHITECTURES Final Rejection Intel Corporation
18333675 VECTORIZATION PROCESS AND FEATURE STORE FOR VECTOR STORAGE Non-Final OA The Toronto-Dominion Bank
18030175 DECENTRALIZED TRAINING METHOD SUITABLE FOR DISPARATE TRAINING SETS Non-Final OA KONINKLIJKE PHILIPS N.V.
17517192 ANALYTICS AND RECOMMENDATION GENERATION BASED ON MEDIA CONTENT SHARING Final Rejection Honda Motor Co., Ltd.
18248391 DNN CONTRACTION DEVICE AND ONBOARD COMPUTATION DEVICE Final Rejection HITACHI ASTEMO, LTD.
18210671 NON-TRANSITORY COMPUTER-READABLE RECORDING MEDIUM, TRAINING DATA GENERATION METHOD, AND INFORMATION PROCESSING APPARATUS Non-Final OA Fujitsu Limited
17183724 MACHINE LEARNING PIPELINE SKELETON INSTANTIATION Non-Final OA FUJITSU LIMITED
18222844 DYNAMIC WEB COMPONENT WITH CONFIGURABLE CONTENT Non-Final OA ServiceNow, Inc.
18313419 EXPOSING A MACHINE LEARNING MODEL IN A NEAR REAL TIME RIC Non-Final OA Dell Products L.P.
18249723 NEURAL ARCHITECTURE SEARCH SYSTEM AND SEARCH METHOD Non-Final OA Nippon Telegraph and Telephone Corporation
18222916 GENERATING SPARSE NEURAL NETWORKS Non-Final OA NVIDIA Corporation
18305034 MACHINE LEARNING MODEL GRAFTING AND INTEGRATION Non-Final OA Raytheon Company
17369686 DATA PROCESSING DEVICE, DATA-PROCESSING METHOD AND RECORDING MEDIA Final Rejection RENESAS ELECTRONICS CORPORATION
17378616 Machine Learning Systems and Methods for Using an Orthogonality Heuristic to Identify an Ignored Labeling Target Non-Final OA Fortinet. Inc.
17758493 QUANTUM COMPUTER ARCHITECTURE BASED ON SILICON DONOR QUBITS COUPLED BY PHOTONS Non-Final OA THE UNIVERSITY OF BRITISH COLUMBIA
17832415 Automated Model Selection Final Rejection Etsy, Inc.
18224704 METHODS AND SYSTEMS FOR PATCH-BY-PATCH CHARACTERIZATION OF QUANTUM PROCESSORS Non-Final OA QEDMA Quantum Computing
18332708 INTERACTIVE RESEARCH ASSISTANT WITH DATA TRENDS Non-Final OA Elemental Cognition Inc.
18074432 MULTI-PHASE TRAINING OF MACHINE LEARNING MODELS FOR SEARCH RANKING Non-Final OA YANDEX EUROPE AG
17506258 METHOD AND SYSTEM FOR COGNITIVE INFORMATION PROCESSING USING REPRESENTATION LEARNING AND DECISION LEARNING ON DATA Final Rejection Intellective Ai, Inc.
17482501 NEURAL NETWORK TRAINING WITH BIAS MITIGATION Non-Final OA Affectiva, Inc.
17098371 Artificial Intelligence Engine Non-Final OA Chaoyang Semiconductor Jiangyin Technology CO. LTD.

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