Prosecution Insights
Prosecution Insights
108 pending office actions • 53 art units • 104 examiners • 0 of 108 (0%) have an AI response strategy ready • 174 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 31 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. 31 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 | 22 (20%) |
| §101 + other | 40 (37%) |
| §103 only | 24 (22%) |
| §102 only | 2 (2%) |
| §112 only | 3 (3%) |
| Double-patenting only | 2 (2%) |
| Double-patenting + other | 2 (2%) |
| Multi-statute (no §101) | 13 (12%) |
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 |
|---|---|---|---|
| HYDER, MD SAKIB | 3 | 0.0% | +0.0% |
| ELCHANTI, TAREK | 2 | 50.3% | +36.3% |
| BORLINGHAUS, JASON M | 2 | 47.5% | +20.9% |
| FENSTERMACHER, JASON B | 1 | 46.3% | +39.2% |
| HUANG, JAY | 1 | 53.2% | +20.1% |
| REAGAN, JAMES A | 1 | 71.2% | +20.1% |
| PHAM, TUAN A | 1 | 83.8% | +26.9% |
| DANG, CHRISTINE | 1 | 48.9% | +50.5% |
| BUI, TOAN D. | 1 | 58.2% | +43.8% |
| SHRESTHA, BIJENDRA K | 1 | 60.9% | +40.8% |
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 |
|---|---|---|---|
| 19247600 | EXTENSIVE-DIMENSIONAL SOLUTIONS FOR DATA LINEAGE | PHAM, TUAN 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 |
|---|---|---|---|
| 17710934 | PARTNER FEE RECOMMENDATION SERVICE | LEE, PO HAN | 182d overdue |
| 18581877 | COMPUTATIONAL PROCESSING BASED ON SELECTED CRITERIA | HYDER, MD SAKIB | 52d overdue |
| 18090284 | POWER USAGE AND RESOURCE OPTIMIZATION USING MACHINE LEARNING | BOLEN, NICHOLAS D | 50d overdue |
| 17557693 | FEATURE DEPRECATION ARCHITECTURES FOR DECISION-TREE BASED METHODS | NAULT, VICTOR ADELARD | 49d overdue |
| 16687554 | INTELLIGENT POPULATION OF INTERFACE ELEMENTS FOR CONVERTING TRANSACTIONS | PINSKY, DOUGLAS W | 46d overdue |
| 19012401 | MULTI-TIERED CACHE SYSTEM | SIMONETTI, NICHOLAS J | 38d overdue |
| 17465343 | Multi-Phase Training Techniques for Machine Learning Models Using Weighted Training Data | BEAN, GRIFFIN TANNER | 30d overdue |
| 16935953 | REAL-TIME MODIFICATION OF RISK MODELS BASED ON FEATURE STABILITY | SMITH, SLADE E | 30d 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 |
|---|---|---|---|
| 18148979 | PROVIDING APPLICATION NOTIFICATION FOR COMPUTING APPLICATION LIMITATIONS | BORLINGHAUS, JASON M | 42d overdue |
| 18435574 | COMPUTATIONAL PLATFORM USING MACHINE LEARNING FOR INTEGRATING DATA SHARING PLATFORMS | ELCHANTI, TAREK | 6d |
| 19387436 | TOKEN SERVICE PROVIDER FOR ELECTRONIC/MOBILE COMMERCE TRANSACTIONS | FENSTERMACHER, JASON B | — |
| 19358290 | SYSTEMS AND METHODS FOR CLASSIFYING ACCOUNTS BASED ON SHARED ATTRIBUTES WITH KNOWN FRAUDULENT ACCOUNTS | HUANG, JAY | — |
| 19260962 | SELECTION OF ELECTRONIC TRANSACTION PROCESSING CHANNEL AND MULTI-FACTOR USER AUTHENTICATION | REAGAN, JAMES A | — |
| 19247600 | EXTENSIVE-DIMENSIONAL SOLUTIONS FOR DATA LINEAGE | PHAM, TUAN A | — |
| 19229597 | USING AN INTERNAL LEDGER WITH BLOCKCHAIN TRANSACTIONS | DANG, CHRISTINE | — |
| 19222664 | SECURE QR CODE BASED DATA TRANSFERS | BUI, TOAN D. | — |
| Art Unit | Apps |
|---|---|
| 3698 | 7 |
| 3696 | 5 |
| 3692 | 5 |
| 3694 | 4 |
| 3697 | 3 |
| 2163 | 3 |
| 3699 | 3 |
| 2436 | 3 |
| 3621 | 3 |
| 2122 | 3 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19387436 | TOKEN SERVICE PROVIDER FOR ELECTRONIC/MOBILE COMMERCE TRANSACTIONS | FENSTERMACHER, JASON B | 3698 | §103DP | Non-Final OA | — | Pending | Nov 12, 2025 |
| 19358290 | SYSTEMS AND METHODS FOR CLASSIFYING ACCOUNTS BASED ON SHARED ATTRIBUTES WITH KNOWN FRAUDULENT ACCOUNTS | HUANG, JAY | 3619 | DP | Non-Final OA | — | Pending | Oct 14, 2025 |
| 19260962 | SELECTION OF ELECTRONIC TRANSACTION PROCESSING CHANNEL AND MULTI-FACTOR USER AUTHENTICATION | REAGAN, JAMES A | 3697 | §101§103 | Non-Final OA | — | Pending | Jul 07, 2025 |
| 19247600 | EXTENSIVE-DIMENSIONAL SOLUTIONS FOR DATA LINEAGE | PHAM, TUAN A | 2163 | §103Other | Non-Final OA | — | Pending | Jun 24, 2025 |
| 19229597 | USING AN INTERNAL LEDGER WITH BLOCKCHAIN TRANSACTIONS | DANG, CHRISTINE | 3698 | §101§102§103Other | Final Rejection | — | Pending | Jun 05, 2025 |
| 19222664 | SECURE QR CODE BASED DATA TRANSFERS | BUI, TOAN D. | — | §101§103Other | Non-Final OA | — | Pending | May 29, 2025 |
| 19199635 | SYSTEMS AND METHODS FOR CREATING DYNAMIC SESSIONS FOR MOBILE APPLICATION INTEGRATION | SHRESTHA, BIJENDRA K | — | §102§112 | Non-Final OA | — | Pending | May 06, 2025 |
| 19192658 | LAUNDERING DETECTION IN SECOND LAYER NETWORKS | ZHOU, YINGYING | 3697 | §101Other | Final Rejection | — | Pending | Apr 29, 2025 |
| 19191388 | ADVERTISING CANNIBALIZATION MANAGEMENT | NGUYEN, THUY N | — | §101 | Non-Final OA | — | Pending | Apr 28, 2025 |
| 19178560 | SYSTEM AND METHOD FOR MAKING CONTENT-BASED RECOMMENDATIONS USING A USER PROFILE LIKELIHOOD MODEL | GARG, YOGESH C | — | §101Other | Non-Final OA | — | Pending | Apr 14, 2025 |
| 19172540 | EDGE CLOUD CACHING USING REAL-TIME CUSTOMER JOURNEY INSIGHTS | KHANAL, SANDARVA | — | §101 | Non-Final OA | — | Pending | Apr 07, 2025 |
| 19046114 | Execution of Machine Learning Models at Client Devices | HICKS, AUSTIN JAMES | 2142 | §112 | Final Rejection | — | Pending | Feb 05, 2025 |
| 19042564 | Automated Data Extraction Using Large Language Model | TRACY JR., EDWARD | 2656 | §103 | Non-Final OA | — | Pending | Jan 31, 2025 |
| 19025433 | TARGETED AUTHENTICATION QUERIES BASED ON DETECTED USER ACTIONS | LAKHIA, VIRAL S | — | §102 | Non-Final OA | — | Pending | Jan 16, 2025 |
| 19022867 | SYSTEMS AND METHODS FOR CONFIGURING A NETWORKED SYSTEM TO PERFORM THRESHOLD MULTI-PARTY COMPUTATION | DHRUV, DARSHAN I | — | §112Other | Non-Final OA | — | Pending | Jan 15, 2025 |
| 19012401 | MULTI-TIERED CACHE SYSTEM | SIMONETTI, NICHOLAS J | 2137 | §102§103 | Final Rejection | 38d overdue | Pending | Jan 07, 2025 |
| 19002159 | CHECKOUT APPROVAL THROUGH FEATURE FLAG TRACKING AND GUIDED USER DATA FLOWS | OJIAKU, CHIKAODINAKA | 3696 | §101 | Final Rejection | — | Pending | Dec 26, 2024 |
| 18987699 | Scope-Delimited Sharing of Encoded Sensitive Data | LANE, GREGORY A | — | §102§103Other | Non-Final OA | — | Pending | Dec 19, 2024 |
| 18984487 | SERVER DEVICE CONFIGURATIONS BASED ON MACHINE LEARNING | ADE, OGER GARCIA | — | DP | Non-Final OA | — | Pending | Dec 17, 2024 |
| 18976736 | ADVERSARIALLY ROBUST VOICE BIOMETRICS, SECURE RECOGNITION, AND IDENTIFICATION | LELAND III, EDWIN S | — | §102§103Other | Non-Final OA | — | Pending | Dec 11, 2024 |
| 18965374 | Interface for Constructing Smart Protocols for Execution on Blockchain Platforms | KUCAB, JAMIE R | 3699 | §101§112DPOther | Non-Final OA | — | Pending | Dec 02, 2024 |
| 18960554 | SYSTEM AND METHOD FOR MAKING UNIQUE RECOMMENDATIONS BASED ON LOGS | WILCOX, JAMES J | 2439 | §103 | Non-Final OA | — | Pending | Nov 26, 2024 |
| 18953807 | SECURE DATA ERASURE FRAMEWORK USING INDIVIDUALIZED ENCRYPTION KEY MANAGEMENT | LIPMAN, JACOB | 2434 | §103§112 | Final Rejection | — | Pending | Nov 20, 2024 |
| 18866423 | HYBRID STORAGE FOR CLUSTER-BASED VECTOR DATABASE | MARI VALCARCEL, FERNANDO MARIANO | 2159 | §103 | Final Rejection | — | Pending | Nov 15, 2024 |
| 18946705 | SECURITY ENGINE AUDIT RULES TO PREVENT INCORRECT NETWORK ADDRESS BLOCKING | KHAN, MOEEN | 2436 | §103Other | Non-Final OA | — | Pending | Nov 13, 2024 |
| 18941096 | AUTHENTICATION AND SESSION MANAGEMENT USING DEVICE FINGERPRINT | NGUYEN, CAROLINE HOANG-ANH | 2495 | §103 | Non-Final OA | — | Pending | Nov 08, 2024 |
| 18939339 | SEARCH AND ANSWER GENERATION ENGINE FOR DATA SUMMARIZATION FROM MULTIPLE DATA SOURCES | WOO, ISAAC M | 2163 | §102 | Non-Final OA | — | Pending | Nov 06, 2024 |
| 18939023 | DYNAMICALLY CUSTOMIZING A USER INTERFACE OF AN ELECTRONIC PLATFORM VIA MACHINE LEARNING | JACKSON, JAKIEDA R | 2657 | §102§103 | Non-Final OA | — | Pending | Nov 06, 2024 |
| 18937268 | ONE LINE IN-CONTEXT USER INTERFACE | HYDER, MD SAKIB | 3698 | §103 | Final Rejection | 15d | Pending | Nov 05, 2024 |
| 18927604 | AUTOMATIC POPULATION OF DATA ON AN INTERNET WEB PAGE VIA A BROWSER PLUGIN | GARCIA MIZE, KARLYANNIE MARIE | 3698 | §103 | Non-Final OA | — | Pending | Oct 25, 2024 |
| 18923316 | Processing Marketplace Transactions | WILDER, ANDREW H | 3627 | §101§103§112 | Non-Final OA | — | Pending | Oct 22, 2024 |
| 18911167 | AUTOMATED CODE GENERATION USING LARGE LANGUAGE MODELS FOR SOFTWARE PLATFORM INTEGRATIONS WITH COMPUTING SERVICES | CHEN, QING | 2191 | §101§103§112 | Non-Final OA | — | Pending | Oct 09, 2024 |
| 18898252 | SOCIAL SHARING SYSTEM | TRAN, JIMMY H | 2451 | §103 | Final Rejection | 15d overdue | Pending | Sep 26, 2024 |
| 18892250 | AUTOMATIC VERIFICATION OF DECENTRAILIZED PROTOCOLS | LEE, MICHAEL M | 2436 | §103Other | Final Rejection | 8d overdue | Pending | Sep 20, 2024 |
| 18826685 | SHOPPING ASSISTANT WITH ACCOUNT BALANCE LIMIT DISPLAY | LEVINE, ADAM L | 3689 | §101§103 | Final Rejection | 25d overdue | Pending | Sep 06, 2024 |
| 18822724 | WATERMARK AS HONEYPOT FOR ADVERSARIAL DEFENSE | GORADIA, SHEFALI DINESH | 2676 | §103 | Non-Final OA | — | Pending | Sep 03, 2024 |
| 18814808 | Batch Query Partitioning for Multi-engine Execution | LIN, ALLEN S | 2153 | §103 | Non-Final OA | — | Pending | Aug 26, 2024 |
| 18808845 | GLOBAL CONTENT MANAGEMENT | COLUCCI, MICHAEL C | 2655 | §101§103 | Final Rejection | 5d overdue | Pending | Aug 19, 2024 |
| 18794296 | MACHINE LEARNING TECHNIQUES FOR SEQUENCE ANALYSIS AND CART ABANDONMENT DETECTION | BEKERMAN, MICHAEL | 3621 | §101 | Final Rejection | — | Pending | Aug 05, 2024 |
| 18776140 | MACHINE LEARNING USING PRIVATE AND PUBLIC BLOCKCHAIN DATA | SHAHABI, ARI ARASTOO | 3697 | §101§102 | Non-Final OA | — | Pending | Jul 17, 2024 |
| 18774644 | QUANTITY SENSING STORAGE SYSTEM | WALKER, MICHAEL JARED | — | §101§102§103Other | Non-Final OA | — | Pending | Jul 16, 2024 |
| 18769174 | SYSTEMS AND METHODS FOR USING MACHINE LEARNING TO PREDICT EVENTS ASSOCIATED WITH TRANSACTIONS | NEWLON, WILLIAM D | 3696 | §101§103Other | Non-Final OA | — | Pending | Jul 10, 2024 |
| 18759439 | DYNAMIC PROMPT GENERATION FOR A CONVERSATIONAL ARTIFICIAL INTELLIGENCE SYSTEM | GAW, MARK H | 3693 | §101 | Non-Final OA | — | Pending | Jun 28, 2024 |
| 18750839 | IMPLEMENTING A CRYPTOGRAPHY AGENT AND A SECURE HARDWARE-BASED ENCLAVE TO PREVENT COMPUTER HACKING OF CLIENT APPLICATIONS | CHANG, TOM Y | 2400 | §103 | Non-Final OA | — | Pending | Jun 21, 2024 |
| 18733080 | ELECTRONIC WALLET FUND TRANSFER SYSTEM | POE, KEVIN T | 3692 | §101 | Final Rejection | — | Pending | Jun 04, 2024 |
| 18732458 | RAPID ONLINE PAYMENT SYSTEM | CHANG, EDWARD | 3696 | §101§103 | Final Rejection | 15d overdue | Pending | Jun 03, 2024 |
| 18675547 | Rule-Based Token Service Provider | CHOI, YUE YIN | 3699 | §101§103 | Final Rejection | — | Pending | May 28, 2024 |
| 18676220 | PROXIMITY-BASED CHECK-IN | ANDERSON, MICHAEL W. | 3600 | §101 | Final Rejection | — | Pending | May 28, 2024 |
| 18656945 | QUANTITATIVE RESULT OF FAILURE AND MACHINE LEARNING MODELS | FARAMARZI, GITA | 2496 | §103§112 | Final Rejection | — | Pending | May 07, 2024 |
| 18654830 | CRYPTOCURRENCY TRANSACTION BACKUP SYSTEM | WARDEN, MICHAEL J | 3694 | §101§103 | Final Rejection | 5d overdue | Pending | May 03, 2024 |
| 18704791 | RULE GENERATION AND MANAGEMENT USING MACHINE LEARNING | CUNNINGHAM II, GREGORY S | 3694 | §101§103 | Non-Final OA | — | Pending | Apr 25, 2024 |
| 18609311 | Data Synthesis Using Generative Models | CHEN, KUANG FU | — | §103§112 | Non-Final OA | — | Pending | Mar 19, 2024 |
| 18610191 | IMAGE FORGERY DETECTION VIA HEADPOSE ESTIMATION | LIU, XIAO | 2664 | §103DP | Final Rejection | — | Pending | Mar 19, 2024 |
| 18609967 | ADAPTIVE MODEL EVOLUTION THROUGH IDENTIFICATION AND INTEGRATION OF NOVEL DATA PATTERNS | JUNG, DONG YOON | — | §101§103 | Non-Final OA | — | Pending | Mar 19, 2024 |
| 18608047 | SCENARIO-BASED DECISIONING BY MACHINE LEARNING MODELS FOR DATA PROCESSING RETRY SUCCESS | MILLER, JAMES H | 3694 | §101§112 | Final Rejection | — | Pending | Mar 18, 2024 |
| 18586411 | ERROR RESOLUTION FOR INTERACTIONS WITH USER PAGES | WILSON, YOLANDA L | 2113 | §101 | Final Rejection | 3d overdue | Pending | Feb 23, 2024 |
| 18586403 | ACCOUNT REBALANCING DAEMON FOR USE WITH SECURE DIGITAL ASSET CUSTODIANS | KANERVO, VIRPI H | 3691 | §101 | Final Rejection | — | Pending | Feb 23, 2024 |
| 18581877 | COMPUTATIONAL PROCESSING BASED ON SELECTED CRITERIA | HYDER, MD SAKIB | 3698 | §103§112 | Non-Final OA | 52d overdue | Pending | Feb 20, 2024 |
| 18581835 | COMPUTATIONAL PROCESSING BASED ON SELECTED CRITERIA | HYDER, MD SAKIB | 3698 | §103 | Non-Final OA | — | Pending | Feb 20, 2024 |
| 18440453 | GRAPH NEURAL NETWORK WITH POINTED DIRECTIONAL MESSAGE PASSING | CHEN, ALAN S | — | §103 | Non-Final OA | — | Pending | Feb 13, 2024 |
| 18435574 | COMPUTATIONAL PLATFORM USING MACHINE LEARNING FOR INTEGRATING DATA SHARING PLATFORMS | ELCHANTI, TAREK | 3621 | §101§103 | Final Rejection | 6d | Pending | Feb 07, 2024 |
| 18293755 | FRAUDULENT TRANSACTION MANAGEMENT | SHAIKH, MOHAMMAD Z | 3694 | §101 | Final Rejection | 4d overdue | Pending | Jan 30, 2024 |
| 18421478 | PLUG-AND-PLAY MODULE FOR DE-BIASING PREDICTIVE MODELS VIA MACHINE-GENERATED NOISE | SPRAUL III, VINCENT ANTON | — | §102§103§112 | Non-Final OA | — | Pending | Jan 24, 2024 |
| 18417618 | BLUETOOTH LOW ENERGY (BLE) PRE-CHECK IN | OYEBISI, OJO O | 3695 | §101Other | Final Rejection | 27d | Pending | Jan 19, 2024 |
| 18403087 | ON-CHAIN LOYALTY PROGRAM MANAGEMENT | VIG, NARESH | 3622 | §103 | Non-Final OA | 9d overdue | Pending | Jan 03, 2024 |
| 18399006 | Identification and Suggestion of Rules Using Machine Learning | KASSIM, HAFIZ A | 2122 | §101§103 | Non-Final OA | — | Pending | Dec 28, 2023 |
| 18537705 | AUTOMATED CHATBOTS THAT DETECT PRIVACY DATA SHARING AND LEAKAGE BY OTHER AUTOMATED CHATBOT SYSTEMS | NANO, SARGON N | 2443 | §101 | Final Rejection | 28d | Pending | Dec 12, 2023 |
| 18535653 | DECENTRALIZED INCENTIVE SYSTEM FOR VALIDATING TRANSACTIONS TO BLOCKCHAIN MINERS | ALI, JAHED | 3699 | §103§112 | Non-Final OA | 84d | Pending | Dec 11, 2023 |
| 18524614 | LEVERAGING GRAPH NEURAL NETWORKS, COMMUNITY DETECTION, AND TREE-BASED MODELS FOR TRANSACTION CLASSIFICATIONS | BALAKRISHNAN, VIJAY MURALI | — | §101§103§112 | Non-Final OA | — | Pending | Nov 30, 2023 |
| 18521115 | SYSTEMS AND METHODS FOR EARLY FRAUD DETECTION IN DEFERRED TRANSACTION SERVICES | ABDULLAEV, AMANULLA | 3692 | §101§102§103 | Final Rejection | — | Pending | Nov 28, 2023 |
| 18521190 | SYSTEMS AND METHODS FOR RULE AGNOSTIC REJECT INFERENCING | ALSHAHARI, SADIK AHMED | — | §103 | Non-Final OA | — | Pending | Nov 28, 2023 |
| 18502403 | ACKNOWLEDGEMENT PROCESS FOR MESSAGE TRANSMISSIONS TO CONNECTABLE PROCESSING TERMINALS FOR POINT-OF-SALE DEVICES | CHAMPAGNE, LUNA | 3627 | §112 | Non-Final OA | — | Pending | Nov 06, 2023 |
| 18494655 | ELECTRONIC COUPON MANAGEMENT | ELCHANTI, TAREK | 3621 | §101 | Non-Final OA | — | Pending | Oct 25, 2023 |
| 18489474 | UNSUPERVISED TIME SERIES OUTLIER DETECTION | KABIR, SAMIYAH | 2126 | §101§103§112 | Non-Final OA | — | Pending | Oct 18, 2023 |
| 18472129 | INTELLIGENT FORECASTING WITH LIMITED DATA AVAILABILITY UTILIZING EMBEDDINGS FROM AUTO-ENCODERS AND MACHINE LEARNING MODELS | NGUYEN, NHAT HUY T | — | §101§103 | Non-Final OA | — | Pending | Sep 21, 2023 |
| 18470779 | PROFILE MATCHING FILTERS | HICKS, SHIRLEY D. | 2168 | §103§112 | Final Rejection | 27d | Pending | Sep 20, 2023 |
| 18282401 | AUTOMATED POLICY COMPLIANCE | SINGLETARY, TYRONE E | 3625 | §103 | Final Rejection | — | Pending | Sep 15, 2023 |
| 18459136 | ARTIFICIAL INTELLIGENCE SYSTEM FOR IDENTIFYING, EVALUATING, AND CONTROLLING OVERLAPPING RULE CODE | CHUNG, DANIEL WONSUK | 2659 | §101§102§103§112 | Final Rejection | — | Pending | Aug 31, 2023 |
| 18363668 | SYSTEMS AND METHODS FOR CLASSIFYING SUBSTRUCTURE IN GRAPH DATA | BLACK, LINH | 2163 | §103 | Final Rejection | 26d | Pending | Aug 01, 2023 |
| 18328514 | SEMI-SUPERVISED MACHINE LEARNING MODEL FRAMEWORK FOR UNLABELED LEARNING | SINGH, AMRESH | 2159 | §103 | Final Rejection | 25d overdue | Pending | Jun 02, 2023 |
| 18326396 | REDUCING LATENCY THROUGH PROPENSITY MODELS THAT PREDICT DATA CALLS | RUTTEN, JAMES D | 2121 | §102§103 | Non-Final OA | 72d | Pending | May 31, 2023 |
| 18326455 | Scalable Pseudo Labelling Process for Classification | THOMPSON, KYLE ALLMAN | 2125 | §101§103 | Non-Final OA | — | Pending | May 31, 2023 |
| 18318143 | Use of a Training Framework of a Multi-Class Model to Train a Multi-Label Model | MENGISTU, TEWODROS E | 2127 | §101§102§103 | Non-Final OA | — | Pending | May 16, 2023 |
| 18316479 | TOKEN-BASED USER ACTIVITY STORAGE AND COMPILATION | RIVERA GONZALEZ, IVONNEMARY | 3626 | §101§103§112 | Non-Final OA | — | Pending | May 12, 2023 |
| 18192721 | Outlier Detection Based On Synthetic Trend Generation For Machine Learning | KIM, JONATHAN J | 2141 | §101§102§103 | Final Rejection | — | Pending | Mar 30, 2023 |
| 18190423 | INTEGRATION PLATFORM FOR INTERFACING WITH THIRD PARTY CHANNELS | ZIMMERMAN, MATTHEW E | 3688 | §101§102§103§112 | Final Rejection | — | Pending | Mar 27, 2023 |
| 18169699 | MIXTURE-OF-EXPERT BASED NEURAL NETWORKS | WERNER, MARSHALL L | 2125 | §101§103 | Non-Final OA | — | Pending | Feb 15, 2023 |
| 18148979 | PROVIDING APPLICATION NOTIFICATION FOR COMPUTING APPLICATION LIMITATIONS | BORLINGHAUS, JASON M | 3692 | §103 | Final Rejection | 42d overdue | Pending | Dec 30, 2022 |
| 18148956 | PROVIDING APPLICATION NOTIFICATION FOR COMPUTING APPLICATION LIMITATIONS | BORLINGHAUS, JASON M | 3692 | §101§103 | Final Rejection | — | Pending | Dec 30, 2022 |
| 18090284 | POWER USAGE AND RESOURCE OPTIMIZATION USING MACHINE LEARNING | BOLEN, NICHOLAS D | 3624 | §101§103 | Non-Final OA | 50d overdue | Pending | Dec 28, 2022 |
| 18059277 | ADJUSTMENT OF TRAINING DATA SETS FOR FAIRNESS-AWARE ARTIFICIAL INTELLIGENCE MODELS | SHALU, ZELALEM W | 2145 | §101§103 | Final Rejection | — | Pending | Nov 28, 2022 |
| 18057599 | GRAPH-BASED EVENT-DRIVEN DEEP LEARNING FOR ENTITY CLASSIFICATION | MOUNDI, ISHAN NMN | 2141 | §103 | Non-Final OA | — | Pending | Nov 21, 2022 |
| 17977783 | AGGREGATED MESSAGING IN DYNAMIC BATCHES FOR NETWORK OPTIMIZATION | CHAKRAVARTI, ARUNAVA | 3692 | §101 | Final Rejection | 28d | Pending | Oct 31, 2022 |
| 17954680 | SELECTION OF ELECTRONIC TRANSACTION PROCESSING CHANNEL AND MULTI-FACTOR USER AUTHENTICATION | ASGARI, SIMA | 3698 | §101§103§112 | Non-Final OA | — | Pending | Sep 28, 2022 |
| 17948658 | Interoperable Token Issuance and Use in Transaction Processing | MALKOWSKI, MARK A | 3696 | §101§112 | Final Rejection | — | Pending | Sep 20, 2022 |
| 17721761 | FEATURE EVALUATIONS FOR MACHINE LEARNING MODELS | TAN, DAVID H | 2145 | §103 | Final Rejection | — | Pending | Apr 15, 2022 |
| 17710934 | PARTNER FEE RECOMMENDATION SERVICE | LEE, PO HAN | 3623 | §101 | Final Rejection | 182d overdue | Pending | Mar 31, 2022 |
| 17580001 | LINKAGE DATA GENERATOR | STORK, KYLE R | 2128 | §101 | Non-Final OA | 22d overdue | Pending | Jan 20, 2022 |
| 17557693 | FEATURE DEPRECATION ARCHITECTURES FOR DECISION-TREE BASED METHODS | NAULT, VICTOR ADELARD | 2124 | §101§103 | Final Rejection | 49d overdue | Pending | Dec 21, 2021 |
| 17538293 | SYSTEMS AND METHODS FOR USER AUTHENTICATION BASED ON MULTIPLE DEVICES | JOHNSON, CARLTON | 2436 | §103 | Final Rejection | 149d overdue | Pending | Nov 30, 2021 |
| 17455548 | Machine Learning and Reject Inference Techniques Utilizing Attributes of Unlabeled Data Samples | DAY, ROBERT N | 2122 | §101§102§103 | Non-Final OA | — | Pending | Nov 18, 2021 |
| 17516491 | ELECTRONIC SERVICE FILTER OPTIMIZATION | LAHAM BAUZO, ALVARO SALIM | 2146 | §101 | Non-Final OA | 30d | Pending | Nov 01, 2021 |
| 17476001 | FEATURE SELECTION USING FEATURE-RANKING BASED OPTIMIZATION MODELS | TRAN, DAVID HOANG | 2147 | §101§103 | Final Rejection | — | Pending | Sep 15, 2021 |
| 17465343 | Multi-Phase Training Techniques for Machine Learning Models Using Weighted Training Data | BEAN, GRIFFIN TANNER | 2121 | §101 | Final Rejection | 30d overdue | Pending | Sep 02, 2021 |
| 17410411 | ENVIRONMENT AND METHODS FOR ENABLING ELECTRONIC TRANSACTIONS | HASBROUCK, MERRITT J | 3695 | §101 | Final Rejection | — | Pending | Aug 24, 2021 |
| 17211387 | ADVERSE FEATURES NEUTRALIZATION IN MACHINE LEARNING | SMITH, BRIAN M | 2122 | §101§102§103§112 | Final Rejection | — | Pending | Mar 24, 2021 |
| 16935953 | REAL-TIME MODIFICATION OF RISK MODELS BASED ON FEATURE STABILITY | SMITH, SLADE E | 3696 | §101 | Non-Final OA | 30d overdue | Pending | Jul 22, 2020 |
| 16687554 | INTELLIGENT POPULATION OF INTERFACE ELEMENTS FOR CONVERTING TRANSACTIONS | PINSKY, DOUGLAS W | 3626 | §101§112 | Final Rejection | 46d overdue | Pending | Nov 18, 2019 |
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