Prosecution Insights
Last updated: April 19, 2026

Examiner: MAUNI, HUMAIRA ZAHIN

Tech Center 2100 • Art Units: 2141

This examiner grants 38% of resolved cases

Performance Statistics

37.5%
Allow Rate
-17.5% vs TC avg
55
Total Applications
+66.7%
Interview Lift
1651
Avg Prosecution Days
Based on 16 resolved cases, 2023–2026

Rejection Statute Breakdown

35.9%
§101 Eligibility
10.9%
§102 Novelty
40.2%
§103 Obviousness
13.0%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17761072 INFORMATION PROCESSING DEVICE FOR RE-LEARNING A MODEL BASED ON LEARNING DATA FROM A NEW ENVIRONMENT Non-Final OA Sony Group Corporation
18013759 MACHINE LEARNING APPARATUS, MACHINE LEARNING METHOD AND COMPUTER-READABLE STORAGE MEDIUM Final Rejection NEC, Corporation
17858475 INFORMATION PROCESSING SYSTEM, INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND NON-TRANSITORY STORAGE MEDIUM Non-Final OA CANON KABUSHIKI KAISHA
18074166 METHOD FOR TRAINING AN ARTIFICIAL NEURAL NETWORK COMPRISING QUANTIZED PARAMETERS Final Rejection HUAWEI TECHNOLOGIES CO., LTD.
17666400 SPARSE ATTENTION NEURAL NETWORKS Non-Final OA Google LLC
17828464 INFORMATION PROCESSING METHOD FOR TRAINING A PREDICTION MODEL INFORMATION PROCESSING SYSTEM, AND INFORMATION PROCESSING DEVICE Final Rejection Panasonic Intellectual Property Corporation of America
17804935 PARTIAL IMPORTANCE OF INPUT VARIABLE OF PREDICTIVE MODELS Final Rejection International Business Machines Corporation
17920839 FEDERATED LEARNING OPTIMIZATIONS Final Rejection Intel Corporation
17463196 LEARNING APPARATUS, METHOD, AND STORAGE MEDIUM Final Rejection KABUSHIKI KAISHA TOSHIBA
17491495 ARTIFICIAL INTELLIGENCE BASED COMPLIANCE DOCUMENT PROCESSING Final Rejection Intuit Inc.
18112763 METHODS, SYSTEMS, AND COMPUTER READABLE MEDIA FOR MACHINE LEARNING OF MULTIPLE TASKS Final Rejection The Trustees of the University of Pennsylvania
18104043 NEURON-BY-NEURON QUANTIZATION FOR EFFICIENT TRAINING OF LOW-BIT QUANTIZED NEURAL NETWORKS Non-Final OA Smart Engines Service, LLC
17789132 METHOD AND APPARATUS FOR TRAINING INFORMATION PREDICTION MODELS, METHOD AND APPARATUS FOR PREDICTING INFORMATION, AND STORAGE MEDIUM AND DEVICE THEREOF Non-Final OA BIGO TECHNOLOGY PTE. LTD.
17745003 INFORMATION PROCESSING METHOD, INFORMATION PROCESSING APPARATUS, AND NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIUM Final Rejection Actapio, Inc.
18055319 ADAPTIVE LEARNING FOR QUANTUM CIRCUITS Final Rejection Quantum Computing Inc.
17668650 SYSTEMS AND METHODS FOR TRANSDUCTIVE OUT-OF-DOMAIN LEARNING Final Rejection Clarifai, Inc.
17620717 DEVICES AND METHODS FOR LATTICE POINTS ENUMERATION Non-Final OA INSTITUT MINES-TELECOM

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