Prosecution Insights
Prosecution Insights
88 pending office actions • 34 art units • 76 examiners • 0 of 88 (0%) have an AI response strategy ready • 194 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 27 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.
Every pending office action with a known statutory deadline, placed on a days-until-due axis. Dots left of Today are overdue; the further right, the more runway. Cases that share a deadline window stack vertically. 27 of the docket's apps have a known mailing date.
Difficulty is derived from the rejection statutes on the most recent pending office action. §101-driven and multi-statute cases are graded Hard; §112-only and obviousness-type double-patenting cases are graded Easy; everything else is Medium. "Unknown" means we have not yet parsed a statute for that office action.
| Bucket | Cases |
|---|---|
| §101 only | 18 (20%) |
| §101 + other | 29 (33%) |
| §103 only | 24 (27%) |
| §102 only | 3 (3%) |
| §112 only | 2 (2%) |
| Double-patenting only | 2 (2%) |
| Double-patenting + other | 1 (1%) |
| Multi-statute (no §101) | 9 (10%) |
How the docket's pending cases split across USPTO tech-center bands.
Manual office-action response work runs about 10 hours per case. The time-saved bands below show what IP Author's prosecution pipeline typically delivers — a conservative 20% on the low end, 35% in the middle, 50% on the high end.
| Examiner | Apps on this docket | Allow rate | Interview lift |
|---|---|---|---|
| GAW, MARK H | 3 | 49.8% | +59.7% |
| SHARVIN, DAVID P | 3 | 37.6% | +23.3% |
| YONO, RAVEN E | 3 | 39.6% | +32.8% |
| STEVENSON, CHRISTINA C | 2 | 3.2% | -3.9% |
| DAGNEW, SABA | 2 | 37.7% | +17.6% |
| SIDDIQI, MOHAMMAD A | 2 | 85.2% | +15.6% |
| IMMANUEL, ILSE I | 2 | 26.6% | +26.6% |
| RANKINS, WILLIAM E | 2 | 57.7% | +8.2% |
| IDIAKE, VINCENT I | 2 | 71.6% | +19.9% |
| BRIDGES, CHRISTOPHER | 1 | 45.3% | +10.5% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 1 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19083667 | Computer-Implemented Method and a Virtual Reality Device for Providing Behavior-Based Authentication in Virtual Environment | SIDDIQI, MOHAMMAD A | — |
Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 8 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18438505 | TRANSACTION PROCESSOR TESTING METHOD AND SYSTEM | YONO, RAVEN E | 147d overdue |
| 18701667 | System, Method, and Computer Program Product for Real-Time Transactions | SHARVIN, DAVID P | 60d overdue |
| 18414594 | PAYMENT NETWORK INTENT MONEY MANAGER | WORJLOH, JALATEE | 30d overdue |
| 18905709 | Method, System, and Computer Program Product for Improving Matching Algorithms | PATEL, DIPEN M | 24d overdue |
| 17957925 | DIGITAL FIAT CURRENCY | SMITH, SLADE E | 18d overdue |
| 18880629 | TOKEN SERVICES FOR NON-FUNGIBLE TOKENS | DING, CHUNLING | 15d overdue |
| 18934781 | CLEARING METHOD AND SYSTEM WITH AUTOMATED CORRECTION | YONO, RAVEN E | 11d overdue |
| 19034888 | REAL-TIME RISK BASED PAYMENT DECISION SERVICE FOR TRANSIT SYSTEM | SHARON, AYAL I | 4d overdue |
Cases in front of an examiner whose interview lift is 10 percentage points or more — i.e. interviewed cases historically resolve more favorably than non-interviewed ones. The top 8 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18438505 | TRANSACTION PROCESSOR TESTING METHOD AND SYSTEM | YONO, RAVEN E | 147d overdue |
| 18701667 | System, Method, and Computer Program Product for Real-Time Transactions | SHARVIN, DAVID P | 60d overdue |
| 18934781 | CLEARING METHOD AND SYSTEM WITH AUTOMATED CORRECTION | YONO, RAVEN E | 11d overdue |
| 18319219 | PRIVACY PROTECTED CONSUMERS IDENTITY FOR CENTRALIZED P2P NETWORK SERVICES | IDIAKE, VINCENT I | 5d overdue |
| 18986426 | ENHANCED AND EFFICIENT DATA FLOW | YONO, RAVEN E | 6d |
| 18298945 | METHODS AND SYSTEMS FOR SECURE TRANSFER OF PAYMENT PLANS | SHARVIN, DAVID P | 26d |
| 17898347 | AUTOMATED DATA CAPTURE PROCESSING | GAW, MARK H | 56d |
| 19474151 | SHIELD-UP SYSTEM AND METHOD FOR PAYMENT TRANSACTIONS | BRIDGES, CHRISTOPHER | — |
| Art Unit | Apps |
|---|---|
| 3694 | 10 |
| 3698 | 9 |
| 3699 | 7 |
| 3692 | 5 |
| 3693 | 4 |
| 3696 | 3 |
| 3697 | 2 |
| 3695 | 2 |
| 2438 | 2 |
| 3621 | 2 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19474151 | SHIELD-UP SYSTEM AND METHOD FOR PAYMENT TRANSACTIONS | BRIDGES, CHRISTOPHER | 3693 | §103 | Non-Final OA | — | Pending | Oct 09, 2025 |
| 19471931 | VERIFICATION USING BLOCKCHAIN SMART CONTRACT | STEVENSON, CHRISTINA C | 3698 | §101§103 | Non-Final OA | — | Pending | Oct 02, 2025 |
| 19161969 | SECURE PERSONAL IDENTIFICATION NUMBER ENTRY FOR TRANSACTIONS USING A PORTABLE ELECTRONIC DEVICE | KING, DAVIDA LEE | 3699 | §101§103 | Non-Final OA | — | Pending | Sep 03, 2025 |
| 19161011 | MULTIPLE NFC ANTENNA ARRAY AND USER DEVICE DETECTION | MIKELS, MATTHEW | 2876 | §102 | Non-Final OA | — | Pending | Aug 29, 2025 |
| 19282649 | RAPID AUTO-RETRIEVAL OF ALIASES FOR INTERACTION | GAW, MARK H | — | §103 | Non-Final OA | — | Pending | Jul 28, 2025 |
| 19149948 | System, Method, and Computer Program Product for Multi Account Access Based on a Single Credential | SHAH, BHAVIN D | 3694 | §101 | Non-Final OA | — | Pending | Jul 22, 2025 |
| 19274259 | SYSTEM AND METHOD USING RESOURCE PROVIDER APPLICATION ON MOBILE DEVICE AS AN ACCESS DEVICE | NIGH, JAMES D | 3699 | DP | Non-Final OA | — | Pending | Jul 18, 2025 |
| 19241660 | DIRECT EXTENDED REACH SYSTEM AND METHOD | DAGNEW, SABA | — | §101 | Non-Final OA | — | Pending | Jun 18, 2025 |
| 19232269 | TOKENIZED ACCOUNT ATTRIBUTES | HILMANTEL, ADAM J | 3691 | §101§102 | Non-Final OA | — | Pending | Jun 09, 2025 |
| 19226348 | Method, System, and Computer Program Product for Real-Time Data Aggregation | PARK, YONG S | — | §101Other | Non-Final OA | — | Pending | Jun 03, 2025 |
| 19134014 | RAPID VALUE TRANSFER BETWEEN DIFFERENT VALUE SYSTEMS | FELTEN, DANIEL S | 3692 | §103 | Non-Final OA | — | Pending | May 29, 2025 |
| 19128535 | SYSTEMS AND METHODS FOR PROCESSING CRYPTOCURRENCY TRANSACTIONS | MILEF, ELDA G | 3694 | §101 | Non-Final OA | — | Pending | May 08, 2025 |
| 19192147 | PROCESSING METHOD USING VALIDATION KEY | FARAMARZI, GITA | — | §103 | Non-Final OA | — | Pending | Apr 28, 2025 |
| 19191992 | METHOD AND SYSTEM WITH AGGREGATE DATA PROCESSING | MALKOWSKI, MARK A | 3696 | §101§103 | Non-Final OA | — | Pending | Apr 28, 2025 |
| 19186189 | TOKENIZED CONTACTLESS TRANSACTION ENABLED BY CLOUD BIOMETRIC IDENTIFICATION AND AUTHENTICATION | OJIAKU, CHIKAODINAKA | — | §101§103 | Non-Final OA | — | Pending | Apr 22, 2025 |
| 19184623 | GLOBAL REMITTANCE SYSTEM AND METHOD | GAW, MARK H | — | §101 | Non-Final OA | — | Pending | Apr 21, 2025 |
| 19118103 | USER VERIFICATION SYSTEM AND METHOD | RAK, TAYLOR SIMON DUANE | 3697 | §101§103§112 | Non-Final OA | — | Pending | Apr 03, 2025 |
| 19092249 | EFFICIENT AND PRIVACY PRESERVING RESOURCE INTERACTION | MILLER, JAMES H | 3694 | §101§103 | Non-Final OA | — | Pending | Mar 27, 2025 |
| 19114953 | SEMI-SUPERVISED SYSTEM FOR DOMAIN SPECIFIC SENTIMENT LEARNING | KAPOOR, DEVAN | 2126 | §101§103 | Non-Final OA | — | Pending | Mar 25, 2025 |
| 19085075 | System, Method, and Computer Program Product for Authenticating a Device Based on an Application Profile | RAHMAN, SM AZIZUR | — | §102 | Non-Final OA | — | Pending | Mar 20, 2025 |
| 19083667 | Computer-Implemented Method and a Virtual Reality Device for Providing Behavior-Based Authentication in Virtual Environment | SIDDIQI, MOHAMMAD A | — | §103 | Non-Final OA | — | Pending | Mar 19, 2025 |
| 19082671 | COMPREHENSIVE STORAGE APPLICATION PROVISIONING USING A PROVISIONING SOFTWARE DEVELOPMENT KIT (SDK) | SIDDIQI, MOHAMMAD A | — | §101§103Other | Non-Final OA | — | Pending | Mar 18, 2025 |
| 19070931 | System, Method, and Computer Program Product for Validating Software Agents in Robotic Process Automation Systems | KOBROSLI, SHADI HASSAN | — | §103 | Non-Final OA | — | Pending | Mar 05, 2025 |
| 19065787 | GLOBAL RELYING PARTY SYSTEM FOR VALIDATING DIGITAL IDENTITY CREDENTIALS | DUCK, BRANDON M | 3693 | §103 | Non-Final OA | 15d overdue | Pending | Feb 27, 2025 |
| 19105287 | SYSTEM AND METHOD FOR PERFORMING DEVICE ISOLATION IN AN AUTHENTICATION NETWORK | ZARKA, DAVID PETER | 2449 | §102§103§112 | Non-Final OA | — | Pending | Feb 20, 2025 |
| 19052903 | Method, System, and Computer Program Product for Processing a Non-Fungible Token Having a Dynamic Value | SHARVIN, DAVID P | 3692 | §101§103 | Non-Final OA | — | Pending | Feb 13, 2025 |
| 19046150 | EFFICIENT INTERACTION PROCESSING USING SECRET | STRAUB, D'ARCY WINSTON | — | §103Other | Non-Final OA | — | Pending | Feb 05, 2025 |
| 18997891 | Method, System, and Computer Program Product for Cryptogram-Based Transactions | ALI, JAHED | 3699 | §101§112 | Non-Final OA | — | Pending | Jan 23, 2025 |
| 19034888 | REAL-TIME RISK BASED PAYMENT DECISION SERVICE FOR TRANSIT SYSTEM | SHARON, AYAL I | 3695 | §101§103 | Final Rejection | 4d overdue | Pending | Jan 23, 2025 |
| 19033951 | USER AUTHENTICATION AT ACCESS CONTROL SERVER USING MOBILE DEVICE | ZHANG, SHIRLEY X | 2447 | §102§103Other | Non-Final OA | — | Pending | Jan 22, 2025 |
| 18995699 | AUTHENTICATION DATA VALIDATION | VU, PHY ANH TRAN | 2438 | §102§103§112 | Non-Final OA | — | Pending | Jan 16, 2025 |
| 18880629 | TOKEN SERVICES FOR NON-FUNGIBLE TOKENS | DING, CHUNLING | 3699 | §101§103 | Final Rejection | 15d overdue | Pending | Jan 02, 2025 |
| 19007144 | CRYPTOCURRENCY INFRASTRUCTURE SYSTEM | IMMANUEL, ILSE I | 3699 | §101§103§112Other | Non-Final OA | — | Pending | Dec 31, 2024 |
| 18986426 | ENHANCED AND EFFICIENT DATA FLOW | YONO, RAVEN E | 3694 | §101§103§112 | Final Rejection | 6d | Pending | Dec 18, 2024 |
| 18975681 | HANDS FREE INTERACTION SYSTEM AND METHOD | NOEL, LYDIA LOUIS-FILS | — | §112Other | Non-Final OA | — | Pending | Dec 10, 2024 |
| 18953504 | System, Method, and Computer Program Product for Determining a Pseudo-Identity Score in a Virtual Environment Based on a Blockchain Network | COBB, MATTHEW | 3661 | §103 | Final Rejection | — | Pending | Nov 20, 2024 |
| 18944078 | Relying Party Risk-Adjusted Indicator System and Method | LE, CHAU D | 2408 | §103 | Non-Final OA | — | Pending | Nov 12, 2024 |
| 18935956 | CROSS-BORDER QUICK RESPONSE (QR) PAYMENT FLOW FOR ENCRYPTED PRIMARY ACCOUNT NUMBER (PAN) PAYMENT FLOW | CASTILHO, EDUARDO D | 3698 | §101§103§112 | Non-Final OA | 16d | Pending | Nov 04, 2024 |
| 18934781 | CLEARING METHOD AND SYSTEM WITH AUTOMATED CORRECTION | YONO, RAVEN E | 3694 | §101 | Final Rejection | 11d overdue | Pending | Nov 01, 2024 |
| 18930825 | TECHNIQUES FOR SECURELY PERFORMING OFFLINE AUTHENTICATION | VAUGHAN, MICHAEL R | 2431 | §103 | Final Rejection | 5d overdue | Pending | Oct 29, 2024 |
| 18906586 | OPTIMIZED PRIVATE BIOMETRIC MATCHING | FARROW, FELICIA | 2437 | §112DP | Final Rejection | — | Pending | Oct 04, 2024 |
| 18905709 | Method, System, and Computer Program Product for Improving Matching Algorithms | PATEL, DIPEN M | 3621 | §101 | Non-Final OA | 24d overdue | Pending | Oct 03, 2024 |
| 18888221 | System, Method, and Computer Program Product for Real-Time Automated Teller Machine Fraud Detection and Prevention | JACOB, WILLIAM J | 3696 | §101§103Other | Final Rejection | — | Pending | Sep 18, 2024 |
| 18847710 | System, Method, and Computer Program Product for Preventing Miner Extractable Value (MEV) Attacks in a Blockchain Network | SAX, TIMOTHY PAUL | 3698 | §103 | Non-Final OA | 55d | Pending | Sep 17, 2024 |
| 18887925 | SECURING ACCESS DATA USE WITH DEVICE DATA | STEVENSON, CHRISTINA C | 3698 | §101§103 | Final Rejection | — | Pending | Sep 17, 2024 |
| 18884659 | SECONDARY ACCOUNT MANAGEMENT PLATFORM | KIM, STEVEN S | 3698 | DP | Non-Final OA | 41d | Pending | Sep 13, 2024 |
| 18845853 | PRIVACY-PRESERVING DETECTION FOR DIRECTIONAL ELECTRONIC COMMUNICATIONS | RANKINS, WILLIAM E | 3694 | §101 | Final Rejection | 26d | Pending | Sep 10, 2024 |
| 18845130 | TOKEN ACTIVATION DURING AUTHORIZATION | OUSSIR, EL MEHDI | 3699 | §101§103§112 | Final Rejection | — | Pending | Sep 09, 2024 |
| 18844375 | CRYPTOGRAPHIC KEY STORE ON CARD | NARRAMORE, BLAKE I | 2438 | §103 | Non-Final OA | 23d overdue | Pending | Sep 05, 2024 |
| 18824177 | METHOD AND SYSTEM FOR PROCESSING ACTION DATA | TURCHEN, JAMES R | 2439 | §102 | Final Rejection | 5d overdue | Pending | Sep 04, 2024 |
| 18840527 | Method, System, and Computer Program Product for Managing Configuration Lease | KIM, HYUN SOO | 2176 | §102§103 | Final Rejection | 22d | Pending | Aug 22, 2024 |
| 18728063 | MULTI-LEVEL FINGERPRINTS TO DERIVE MISSING DATA DURING RETRY DETECTION | DINH, KHANH Q | 2458 | §102§103 | Final Rejection | — | Pending | Jul 10, 2024 |
| 18736999 | System, Method, and Computer Program Product for Generating a Customized User Interface Based on User Interactions | ORR, HENRY W | 2172 | §103 | Non-Final OA | — | Pending | Jun 07, 2024 |
| 18701667 | System, Method, and Computer Program Product for Real-Time Transactions | SHARVIN, DAVID P | 3692 | §101§103 | Non-Final OA | 60d overdue | Pending | Apr 16, 2024 |
| 18693651 | System, Method, and Computer Program Product for Tuning Prediction Results of Machine Learning Models | BRAHMACHARI, MANDRITA | — | §103 | Non-Final OA | — | Pending | Mar 20, 2024 |
| 18596607 | SYSTEM AND METHOD FOR IMPLEMENTING ENHANCED PAYMENT ON DELIVERY | RANKINS, WILLIAM E | 3694 | §112 | Final Rejection | — | Pending | Mar 05, 2024 |
| 18689395 | CARD WITH SURFACE FEATURES FOR ACCOUNT SELECTION | WONG, ERIC TAK WAI | 3693 | §102§103 | Non-Final OA | 84d | Pending | Mar 05, 2024 |
| 18589366 | FLEET-BASED MERCHANT DISCOUNT SYSTEM AND METHOD THEREFOR | DURAN, ARTHUR D | 3622 | §101§103 | Final Rejection | — | Pending | Feb 27, 2024 |
| 18438505 | TRANSACTION PROCESSOR TESTING METHOD AND SYSTEM | YONO, RAVEN E | 3694 | §101 | Non-Final OA | 147d overdue | Pending | Feb 11, 2024 |
| 18426717 | Method, System, and Computer Program Product for Improving Training Loss of Graph Neural Networks Using Bi-Level Optimization | TRAN, TAN H | — | §103§112 | Non-Final OA | — | Pending | Jan 30, 2024 |
| 18292244 | Method and System for Adversarial Training and for Analyzing Impact of Fine-Tuning on Deep Learning Models | JUNG, DONG YOON | — | §101§103 | Non-Final OA | — | Pending | Jan 25, 2024 |
| 18414594 | PAYMENT NETWORK INTENT MONEY MANAGER | WORJLOH, JALATEE | 3697 | §101§103 | Non-Final OA | 30d overdue | Pending | Jan 17, 2024 |
| 18578406 | System, Method, and Computer Program Product for Segmentation Using Knowledge Transfer Based Machine Learning Techniques | CHEN, ALAN S | — | §103§112 | Non-Final OA | — | Pending | Jan 11, 2024 |
| 18390758 | System, Method, and Computer Program Product for Real-Time Account Level Rule Exclusion for Real-Time Payments | PINSKY, DOUGLAS W | 3626 | §101 | Final Rejection | — | Pending | Dec 20, 2023 |
| 18502361 | Method, System, and Computer Program Product for Machine Learning Using Decoupled Knowledge Graphs | HARMON, COURTNEY N | — | §103 | Non-Final OA | — | Pending | Nov 06, 2023 |
| 18386011 | Method, System, and Computer Program Product for Removing Fake Features in Deep Learning Models | LEE, TSU-CHANG | — | §101 | Non-Final OA | — | Pending | Nov 01, 2023 |
| 18488135 | Apparatus, System, and Method for Enabling Secure Transactions with Audible Authorization | XIAO, ZESHENG | 3698 | §103§112 | Final Rejection | — | Pending | Oct 17, 2023 |
| 18482578 | TRAVELER THEMATIC DESTINATION SEGMENTATION | KOESTER, MICHAEL RICHARD | 3624 | §101§103 | Non-Final OA | — | Pending | Oct 06, 2023 |
| 18376504 | Method, System, and Computer Program Product for Encoding Offers | DAGNEW, SABA | 3621 | §101 | Non-Final OA | — | Pending | Oct 04, 2023 |
| 18474729 | MULTILAYER IDENTITY TRANSACTION CONTROL AND VERIFICATION FOR E-COMMERCE TRANSACTIONS | CUNNINGHAM II, GREGORY S | 3694 | §101 | Final Rejection | 29d | Pending | Sep 26, 2023 |
| 18550246 | MULTI-FACTOR AUTHENTICATION SYSTEM AND METHOD | AVERY, BRIAN WILLIAM | 2495 | §103 | Non-Final OA | — | Pending | Sep 12, 2023 |
| 18463027 | ANOMALY DETECTION SYSTEM FOR MOBILE PAYMENT FUND TRANSFERS | LIU, I JUNG | 3695 | §101§103§112 | Non-Final OA | — | Pending | Sep 07, 2023 |
| 18259063 | TOKEN-BASED OFF-CHAIN INTERACTION AUTHORIZATION | JONES, COURTNEY PATRICE | 3600 | §103 | Final Rejection | — | Pending | Jun 22, 2023 |
| 18330122 | SYNTHESIZING REALISTIC TIME SERIES WITH OUTLIERS | STORK, KYLE R | 2128 | §101§103 | Non-Final OA | — | Pending | Jun 06, 2023 |
| 18319219 | PRIVACY PROTECTED CONSUMERS IDENTITY FOR CENTRALIZED P2P NETWORK SERVICES | IDIAKE, VINCENT I | 3698 | §103 | Final Rejection | 5d overdue | Pending | May 17, 2023 |
| 18314625 | BROWSER EXTENSION FOR CLIENT-SIDE TOKENIZED AUTHENTICATION | GEORGALAS, ANNE MARIE | 3689 | §103 | Non-Final OA | 83d | Pending | May 09, 2023 |
| 18298945 | METHODS AND SYSTEMS FOR SECURE TRANSFER OF PAYMENT PLANS | SHARVIN, DAVID P | 3692 | §101 | Final Rejection | 26d | Pending | Apr 11, 2023 |
| 18108898 | Method, System, and Computer Program Product for Generating a Single-Use Digital Asset | LOZA, JANICE JOMARIE | 3698 | §103 | Non-Final OA | — | Pending | Feb 13, 2023 |
| 17990796 | Method, System, and Computer Program Product for Grading an API Specification | WOOD, WILLIAM C | 2193 | §101§103 | Non-Final OA | — | Pending | Nov 21, 2022 |
| 17957925 | DIGITAL FIAT CURRENCY | SMITH, SLADE E | 3696 | §101 | Final Rejection | 18d overdue | Pending | Sep 30, 2022 |
| 17898347 | AUTOMATED DATA CAPTURE PROCESSING | GAW, MARK H | 3693 | §101 | Final Rejection | 56d | Pending | Aug 29, 2022 |
| 17790720 | SYSTEM AND METHOD FOR TOKEN PROCESSING | IDIAKE, VINCENT I | 3698 | §103 | Non-Final OA | — | Pending | Jul 01, 2022 |
| 17695944 | Method, System, and Computer Program Product for Predicting Future States Based on Time Series Data Using Feature Engineering and/or Hybrid Machine Learning Models | KIM, JONATHAN J | 2141 | §103 | Non-Final OA | — | Pending | Mar 16, 2022 |
| 17692820 | SYSTEM AND METHOD FOR UPDATING ACCOUNT INFORMATION | HUDSON, MARLA LAVETTE | 3694 | §101 | Final Rejection | 9d | Pending | Mar 11, 2022 |
| 17677159 | System, Method, and Computer Program Product for Time Series Based Machine Learning Model Reduction Strategy | SMITH, KEVIN LEE | 2122 | §101§103 | Non-Final OA | 14d | Pending | Feb 22, 2022 |
| 17495114 | SYSTEM AND METHOD FOR FRAUD DETECTION USING MACHINE LEARNING TECHNOLOGY | IMMANUEL, ILSE I | 3699 | §101§103§112 | Non-Final OA | — | Pending | Oct 06, 2021 |
| 17432989 | SYSTEM, METHOD, AND COMPUTER PROGRAM PRODUCT FOR GENERATING ENHANCED N-GRAM MODELS | LIU, CHIA-YI | 3692 | §101 | Final Rejection | — | Pending | Aug 23, 2021 |
| 17401002 | SYSTEM AND METHOD FOR OPTIMIZING A MACHINE LEARNING MODEL | NILSSON, ERIC | 2151 | §103 | Final Rejection | 125d overdue | Pending | Aug 12, 2021 |
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