Prosecution Insights
Last updated: May 29, 2026

Examiner: MAUNI, HUMAIRA ZAHIN

Tech Center 2100 • Art Units: 2141

This examiner grants 42% of resolved cases

Performance Statistics

42.1%
Allow Rate
-12.9% vs TC avg
57
Total Applications
+58.9%
Interview Lift
1500
Avg Prosecution Days
Based on 19 resolved cases, 2023–2026

Rejection Statute Breakdown

4.4%
§101 Eligibility
2.9%
§102 Novelty
91.2%
§103 Obviousness
1.5%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17782551 GENERATING SYNTHETIC PATIENT HEALTH DATA Final Rejection The Regents of the University of California
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
17666400 SPARSE ATTENTION NEURAL NETWORKS Non-Final OA Google LLC
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
18112763 METHODS, SYSTEMS, AND COMPUTER READABLE MEDIA FOR MACHINE LEARNING OF MULTIPLE TASKS Final Rejection The Trustees of the University of Pennsylvania
18104118 TECHNOLOGIES FOR IMPLICIT FEEDBACK USING MULTI-FACTOR BEHAVIOR MONITORING Final Rejection Genesys Cloud Services, Inc.
17491495 ARTIFICIAL INTELLIGENCE BASED COMPLIANCE DOCUMENT PROCESSING Final Rejection Intuit Inc.
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.
18055319 ADAPTIVE LEARNING FOR QUANTUM CIRCUITS Final Rejection Quantum Computing Inc.
17620717 DEVICES AND METHODS FOR LATTICE POINTS ENUMERATION Non-Final OA INSTITUT MINES-TELECOM

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