Prosecution Insights
Prosecution Insights
Technology areas: Computing & Software • Transportation, E-Commerce & Mechanical Systems
119 pending office actions • 57 art units • 109 examiners • 0 of 119 (0%) have an AI response strategy ready • 176 patents granted in the last 365 days
PayPal Inc. maintains 117 pending office actions, primarily within the Transportation, E-Commerce & Mechanical Systems technology area. These actions are spread across 55 distinct art units, showing a wide-ranging interest in various e-commerce and financial technologies. The company interacts with 107 distinct examiners, which suggests that the vast majority of examiners are handling only one pending matter for the firm.
Zelalem W. Shalu is the busiest examiner for the portfolio, currently overseeing 3 pending office actions. With 107 distinct examiners involved, the prosecution environment is highly diverse, requiring strategies that can adapt to many different examiner styles. The distribution across 55 distinct art units further emphasizes the breadth of the company's current technical filings. This volume of 117 pending actions requires a highly coordinated effort to manage the high number of individual examiner relationships.
Based on the USPTO statutory response window for each pending office action. 40 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. 40 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 | 25 (21%) |
| §101 + other | 49 (41%) |
| §103 only | 25 (21%) |
| §102 only | 2 (2%) |
| §112 only | 1 (1%) |
| Double-patenting only | 1 (1%) |
| Double-patenting + other | 3 (3%) |
| Multi-statute (no §101) | 13 (11%) |
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 |
|---|---|---|---|
| SHALU, ZELALEM W | 3 | 31.6% | +20.4% |
| LEVINE, ADAM L | 2 | 35.8% | +39.5% |
| ROSEN, ELIZABETH H | 2 | 45.7% | +49.6% |
| BEKERMAN, MICHAEL | 2 | 32.5% | +31.1% |
| CHOI, YUE YIN | 2 | 59.5% | +8.5% |
| ELCHANTI, TAREK | 2 | 50.5% | +36.1% |
| ABDULLAEV, AMANULLA | 2 | 23.4% | +33.4% |
| ZIMMERMAN, MATTHEW E | 2 | 51.7% | +46.2% |
| BORLINGHAUS, JASON M | 2 | 47.6% | +21.7% |
| FENSTERMACHER, JASON B | 1 | 46.9% | +38.0% |
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 |
| 18216354 | RISK CALCULATION USING ENTITY GRAPH WITH EDGE WEIGHTS BY CARDINALITY | PUTTAIAH, ASHA | 169d overdue |
| 18090284 | POWER USAGE AND RESOURCE OPTIMIZATION USING MACHINE LEARNING | BOLEN, NICHOLAS D | 50d overdue |
| 16687554 | INTELLIGENT POPULATION OF INTERFACE ELEMENTS FOR CONVERTING TRANSACTIONS | PINSKY, DOUGLAS W | 46d overdue |
| 18148979 | PROVIDING APPLICATION NOTIFICATION FOR COMPUTING APPLICATION LIMITATIONS | BORLINGHAUS, JASON M | 42d overdue |
| 18826685 | SHOPPING ASSISTANT WITH ACCOUNT BALANCE LIMIT DISPLAY | LEVINE, ADAM L | 25d overdue |
| 17580001 | LINKAGE DATA GENERATOR | STORK, KYLE R | 22d overdue |
| 18733305 | ANONYMITY-ENABLED TRANSMISSION OF NOTIFICATIONS WITHOUT EXCHANGING CONTACT IDENTIFIERS | JAMES, GREGORY MARK | 18d 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 |
| 18826685 | SHOPPING ASSISTANT WITH ACCOUNT BALANCE LIMIT DISPLAY | LEVINE, ADAM L | 25d overdue |
| 18306121 | COMMUNICATION DEVICE INTERFACE FOR MERCHANT CHECK-IN AND SHOPPING NOTIFICATIONS | BEKERMAN, MICHAEL | 4d overdue |
| 18435574 | COMPUTATIONAL PLATFORM USING MACHINE LEARNING FOR INTEGRATING DATA SHARING PLATFORMS | ELCHANTI, TAREK | 6d |
| 17721993 | OPTIMIZING TRAINING DATA GENERATION FROM REAL-TIME PREDICTION SYSTEMS FOR INTELLIGENT MODEL TRAINING | SHALU, ZELALEM W | 14d |
| 17673377 | TIERED INPUT STRUCTURES FOR MACHINE LEARNING MODELS | SHALU, ZELALEM W | 14d |
| 18948368 | SYSTEM AND METHOD FOR CONTENT INTEGRATED PRODUCT PURCHASING | LEVINE, ADAM L | 16d |
| 18237570 | SYSTEM, METHOD, AND MEDIUM FOR USER SPECIFIC DATA DISTRIBUTION OF CROWD-SOURCED DATA | ZIMMERMAN, MATTHEW E | 26d |
| Art Unit | Apps |
|---|---|
| 3688 | 6 |
| 3692 | 6 |
| 3698 | 5 |
| 3691 | 4 |
| 3693 | 4 |
| 3699 | 4 |
| 3621 | 4 |
| 2145 | 4 |
| 3697 | 3 |
| 3689 | 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 |
| 19295951 | MULTI-PARTY COMPUTATION IN A COMPUTER SHARDING ENVIRONMENT | LOZA, JANICE JOMARIE | 3698 | §101§103§112 | Final Rejection | — | Pending | Aug 11, 2025 |
| 19294004 | METHOD AND APPARATUS FOR A DATA CONFIDENCE INDEX | DWIVEDI, MAHESH H | 2168 | §101§112 | Final Rejection | — | Pending | Aug 07, 2025 |
| 19260962 | SELECTION OF ELECTRONIC TRANSACTION PROCESSING CHANNEL AND MULTI-FACTOR USER AUTHENTICATION | REAGAN, JAMES A | 3697 | §101 | Final Rejection | — | Pending | Jul 07, 2025 |
| 19229597 | USING AN INTERNAL LEDGER WITH BLOCKCHAIN TRANSACTIONS | DANG, CHRISTINE | 3698 | §101§102§103Other | Final Rejection | — | Pending | Jun 05, 2025 |
| 19199860 | CONFIGURATION-AWARE MICRO-DATABASE CACHES | NGUYEN, THU N | 2154 | §101§103 | Final Rejection | — | Pending | May 06, 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 |
| 19199707 | SYSTEM AND METHOD FOR FACILITATING ELECTRONIC FINANCIAL TRANSACTIONS DURING A COMMUNICATION SESSION | HAMILTON, SARA CHANDLER | 3691 | §101§103 | 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 |
| 19186328 | Mechanisms for Utilizing Tokens and Cryptograms in Operations | CERVETTI, DAVID GARCIA | — | §102§112 | Non-Final OA | — | Pending | Apr 22, 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 |
| 19175424 | SOCIAL NETWORK PAYMENT SYSTEM | GARCIA MIZE, KARLYANNIE MARIE | 3698 | §101§103§112 | Final Rejection | 36d | Pending | Apr 10, 2025 |
| 19172540 | EDGE CLOUD CACHING USING REAL-TIME CUSTOMER JOURNEY INSIGHTS | KHANAL, SANDARVA | — | §101§112 | Non-Final OA | — | Pending | Apr 07, 2025 |
| 19083988 | SYSTEMS AND METHODS FOR PREDICTING AND PROVIDING AUTOMATED ONLINE CHAT ASSISTANCE | TANG, KAREN C | — | §103Other | Non-Final OA | — | Pending | Mar 19, 2025 |
| 19056353 | FREE-FORM, AUTOMATICALLY-GENERATED CONVERSATIONAL GRAPHICAL USER INTERFACES | HUSSAIN, IMAD | — | §103Other | Non-Final OA | — | Pending | Feb 18, 2025 |
| 19046114 | Execution of Machine Learning Models at Client Devices | HICKS, AUSTIN JAMES | 2142 | §101§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 |
| 19035319 | NAMED ENTITY RECOGNITION IN CHAT DIALOGUES FOR CUSTOMER RELATIONSHIP MANAGEMENT SYSTEMS | DUGDA, MULUGETA TUJI | — | §102§103Other | Non-Final OA | — | Pending | Jan 23, 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 |
| 19019879 | SYSTEM AND METHOD FOR GROUP PAYMENTS | LUDWIG, PETER L | — | §101§103 | Non-Final OA | — | Pending | Jan 14, 2025 |
| 19011238 | SYSTEMS AND METHODS EMPLOYING A ROUTER FOR ELECTRONIC TRANSACTIONS | KWONG, CHO YIU | 3693 | §101 | Final Rejection | 1d overdue | Pending | Jan 06, 2025 |
| 18990282 | ADAPTIVE SECURITY AUTHENTICATION | KHATRI, NILESH B | 3699 | §101§103§112 | Final Rejection | — | Pending | Dec 20, 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 | Non-Final OA | — | Pending | Nov 15, 2024 |
| 18948942 | LOCATIONS PLATFORM FOR MANAGING AND PROVIDING OF USER EXPERIENCES | PEREZ, JULIO R | — | §103Other | Non-Final OA | — | Pending | Nov 15, 2024 |
| 18948368 | SYSTEM AND METHOD FOR CONTENT INTEGRATED PRODUCT PURCHASING | LEVINE, ADAM L | 3689 | §101§103 | Final Rejection | 16d | Pending | Nov 14, 2024 |
| 18948239 | IMAGE FORGERY DETECTION VIA PIXEL-METADATA CONSISTENCY ANALYSIS | SUMMERS, GEOFFREY E | — | §101§103Other | Non-Final OA | — | Pending | Nov 14, 2024 |
| 18941096 | AUTHENTICATION AND SESSION MANAGEMENT USING DEVICE FINGERPRINT | NGUYEN, CAROLINE HOANG-ANH | 2495 | §103 | Non-Final OA | — | Pending | Nov 08, 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 |
| 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 |
| 18931243 | REAL TIME UPSTREAM PAYMENT INTERFACE | CIVAN, ETHAN D | 3688 | §103 | Non-Final OA | — | Pending | Oct 30, 2024 |
| 18930551 | SYSTEMS AND METHODS FOR MANAGING ELECTRONIC TRANSACTIONS | WONG, ERIC TAK WAI | 3693 | §103Other | Final Rejection | 2d overdue | Pending | Oct 29, 2024 |
| 18927626 | TRANSACTION TYPE CATEGORIZATION FOR ENHANCED SERVICING OF PEER-TO-PEER TRANSACTIONS | ROSEN, ELIZABETH H | 3693 | §101§103 | Final Rejection | — | Pending | Oct 25, 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 |
| 18902063 | METHODS, MANUFACTURES, AND SYSTEMS FOR PRODUCT DETECTION ON MERCHANT WEBSITES | SMITH, LINDSEY B | 3688 | §103Other | Final Rejection | — | Pending | Sep 30, 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 | Non-Final OA | 8d overdue | Pending | Sep 20, 2024 |
| 18829837 | FAST COMPILING SOURCE CODE WITHOUT DEPENDENCIES | APONTE, FRANCISCO JAVIER | — | §103DP | Non-Final OA | — | Pending | Sep 10, 2024 |
| 18826685 | SHOPPING ASSISTANT WITH ACCOUNT BALANCE LIMIT DISPLAY | LEVINE, ADAM L | 3689 | §101§103 | Final Rejection | 25d overdue | Pending | Sep 06, 2024 |
| 18823487 | UNIFIED ARTIFICIAL INTELLIGENCE MODEL FOR MULTIPLE CUSTOMER VALUE VARIABLE PREDICTION | BYRD, UCHE SOWANDE | — | §101§103 | Non-Final OA | — | Pending | Sep 03, 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 |
| 18804869 | FINE-TUNING SYSTEM FOR LARGE LANGUAGE MODELS TRAINED FOR OPEN-ENDED DOMAIN-SPECIFIC TASKS | SWAMY, ARJUN RAJ | 2654 | §102§103 | Non-Final OA | — | Pending | Aug 14, 2024 |
| 18794296 | MACHINE LEARNING TECHNIQUES FOR SEQUENCE ANALYSIS AND CART ABANDONMENT DETECTION | BEKERMAN, MICHAEL | 3621 | §101 | Final Rejection | — | Pending | Aug 05, 2024 |
| 18790848 | METHOD, NON-TRANSITORY MACHINE-READABLE MEDIUM, AND SYSTEM FOR MERCHANT-SIDE INTEGRATED SHOPPING CART RECOVERY | GIBSON-WYNN, KENNEDY ANNA | 3688 | §101Other | Non-Final OA | — | Pending | Jul 31, 2024 |
| 18781771 | SELECTING DOWNLOADABLE PRODUCT DESCRIPTIONS TO DISPLAY | AIRAPETIAN, MILA | 3688 | §101 | Non-Final OA | 76d | Pending | Jul 23, 2024 |
| 18776140 | MACHINE LEARNING USING PRIVATE AND PUBLIC BLOCKCHAIN DATA | SHAHABI, ARI ARASTOO | 3697 | §101§102 | Non-Final OA | — | Pending | Jul 17, 2024 |
| 18750839 | IMPLEMENTING A CRYPTOGRAPHY AGENT AND A SECURE HARDWARE-BASED ENCLAVE TO PREVENT COMPUTER HACKING OF CLIENT APPLICATIONS | CHANG, TOM Y | 2400 | §103Other | Non-Final OA | — | Pending | Jun 21, 2024 |
| 18733305 | ANONYMITY-ENABLED TRANSMISSION OF NOTIFICATIONS WITHOUT EXCHANGING CONTACT IDENTIFIERS | JAMES, GREGORY MARK | 3692 | §101 | Final Rejection | 18d overdue | Pending | Jun 04, 2024 |
| 18732458 | RAPID ONLINE PAYMENT SYSTEM | CHANG, EDWARD | 3696 | §101§103 | Final Rejection | 15d overdue | Pending | Jun 03, 2024 |
| 18677682 | MULTIDIMENSIONAL ERROR CAUSAL ANALYSIS FOR ERROR INTERCORRELATIONS THAT IMPACT APPLICATION AVAILABILITY | GUSTAFSON, MATHEW DONALD | 2113 | §101§103 | Final Rejection | 22d | Pending | May 29, 2024 |
| 18675547 | Rule-Based Token Service Provider | CHOI, YUE YIN | 3699 | §101§103§112 | Final Rejection | — | Pending | May 28, 2024 |
| 18675682 | AUTOMATED GENERATION OF CONVERSATIONAL WORKFLOWS FOR AUTOMATION CHATBOTS | DAO, TUAN C. | 2198 | §101§103 | Non-Final OA | — | 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 |
| 18653477 | MONITORING DEVICE APPLICATION USAGE FOR COMPLETION OF CHECKOUT DATA PROCESSING | MACASIANO, MARILYN G | 3622 | §101 | Non-Final OA | — | Pending | May 02, 2024 |
| 18634500 | RATE LIMITING AT THE EDGE | ZAND, DAVOUD AMAN | 2445 | §102 | Final Rejection | 42d | Pending | Apr 12, 2024 |
| 18610191 | IMAGE FORGERY DETECTION VIA HEADPOSE ESTIMATION | LIU, XIAO | 2664 | §103DP | Non-Final OA | — | 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 |
| 18596495 | MACHINE LEARNING SYSTEM FOR AUTOMATED RECOMMENDATIONS OF EVIDENCE DURING DISPUTE RESOLUTION | CAMPEN, KELLY SCAGGS | 3691 | §101§103 | Final Rejection | — | Pending | Mar 05, 2024 |
| 18586403 | ACCOUNT REBALANCING DAEMON FOR USE WITH SECURE DIGITAL ASSET CUSTODIANS | KANERVO, VIRPI H | 3691 | §101 | Final Rejection | — | Pending | Feb 23, 2024 |
| 18440453 | GRAPH NEURAL NETWORK WITH POINTED DIRECTIONAL MESSAGE PASSING | CHEN, ALAN S | — | §103§112 | Non-Final OA | — | Pending | Feb 13, 2024 |
| 18435574 | COMPUTATIONAL PLATFORM USING MACHINE LEARNING FOR INTEGRATING DATA SHARING PLATFORMS | ELCHANTI, TAREK | 3621 | §101 | 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 |
| 18390346 | MISSING CONTROL IDENTIFICATION | ADAMS, CHARLES D | 2152 | §101§103 | Non-Final OA | 4d overdue | Pending | Dec 20, 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 |
| 18521115 | SYSTEMS AND METHODS FOR EARLY FRAUD DETECTION IN DEFERRED TRANSACTION SERVICES | ABDULLAEV, AMANULLA | 3692 | §101§102§103 | Final Rejection | — | Pending | Nov 28, 2023 |
| 18522202 | COMMUNICATION OF ORDERS AND PAYMENTS IN A DRIVE THROUGH USING WIRELESS BEACONS | WILDER, ANDREW H | 3627 | §101§103 | Final Rejection | 20d | Pending | Nov 28, 2023 |
| 18521190 | SYSTEMS AND METHODS FOR RULE AGNOSTIC REJECT INFERENCING | ALSHAHARI, SADIK AHMED | — | §101§102§103 | Non-Final OA | — | Pending | Nov 28, 2023 |
| 18517290 | VIDEO VERIFICATION SYSTEMS WITH GENERATIVE ARTIFICIAL INTELLIGENCE | WINDER, PATRICE L | 2453 | §103 | Non-Final OA | 34d | Pending | Nov 22, 2023 |
| 18515561 | Efficient Localization Using Graph Neural Networks | SALOMON, PHENUEL S | — | §101§103 | Non-Final OA | — | Pending | Nov 21, 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 |
| 18282401 | AUTOMATED POLICY COMPLIANCE | SINGLETARY, TYRONE E | 3625 | §103 | Non-Final OA | — | Pending | Sep 15, 2023 |
| 18282468 | COMPUTER-BASED SYSTEMS AND METHODS FOR BUILDING AND IMPLEMENTING AN ATTACK NARRATIVE TREE TO IMPROVE SUCCESSFUL FRAUD DETECTION AND PREVENTION | ROSEN, ELIZABETH H | 3693 | §101 | Non-Final OA | — | Pending | Sep 15, 2023 |
| 18459136 | ARTIFICIAL INTELLIGENCE SYSTEM FOR IDENTIFYING, EVALUATING, AND CONTROLLING OVERLAPPING RULE CODE | CHUNG, DANIEL WONSUK | 2659 | §101§102§103§112 | Non-Final OA | — | Pending | Aug 31, 2023 |
| 18237570 | SYSTEM, METHOD, AND MEDIUM FOR USER SPECIFIC DATA DISTRIBUTION OF CROWD-SOURCED DATA | ZIMMERMAN, MATTHEW E | 3688 | §101§112 | Non-Final OA | 26d | Pending | Aug 24, 2023 |
| 18452404 | PLATFORM-AGNOSTIC UNIVERSAL TRANSACTION PROFILES | ABDULLAEV, AMANULLA | 3692 | §103 | Non-Final OA | 34d | Pending | Aug 18, 2023 |
| 18450035 | ELECTRONIC PROTECTION OF SENSITIVE INFORMATION VIA DATA EMBEDDING AND NOISE ADDITION | DAVIS, ZACHARY A | 2492 | §103§112 | Final Rejection | 28d | Pending | Aug 15, 2023 |
| 18363668 | SYSTEMS AND METHODS FOR CLASSIFYING SUBSTRUCTURE IN GRAPH DATA | BLACK, LINH | 2163 | §103 | Final Rejection | 26d | Pending | Aug 01, 2023 |
| 18216354 | RISK CALCULATION USING ENTITY GRAPH WITH EDGE WEIGHTS BY CARDINALITY | PUTTAIAH, ASHA | 3691 | §101 | Final Rejection | 169d overdue | Pending | Jun 29, 2023 |
| 18328514 | SEMI-SUPERVISED MACHINE LEARNING MODEL FRAMEWORK FOR UNLABELED LEARNING | SINGH, AMRESH | 2159 | §103 | Final Rejection | 25d overdue | Pending | Jun 02, 2023 |
| 18320116 | SYSTEMS AND METHODS FOR CONFIGURING AND TRAINING MACHINE LEARNING MODELS BASED ON INPUT VALUE CHARACTERISTICS | HOANG, AMY P | 2143 | §103§112 | Final Rejection | 21d | Pending | May 18, 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 |
| 18306121 | COMMUNICATION DEVICE INTERFACE FOR MERCHANT CHECK-IN AND SHOPPING NOTIFICATIONS | BEKERMAN, MICHAEL | 3621 | §101 | Final Rejection | 4d overdue | Pending | Apr 24, 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 | Non-Final OA | — | Pending | Mar 27, 2023 |
| 18148956 | PROVIDING APPLICATION NOTIFICATION FOR COMPUTING APPLICATION LIMITATIONS | BORLINGHAUS, JASON M | 3692 | §101§103 | Final Rejection | — | Pending | Dec 30, 2022 |
| 18148979 | PROVIDING APPLICATION NOTIFICATION FOR COMPUTING APPLICATION LIMITATIONS | BORLINGHAUS, JASON M | 3692 | §101§103§112 | Final Rejection | 42d overdue | Pending | Dec 30, 2022 |
| 18090284 | POWER USAGE AND RESOURCE OPTIMIZATION USING MACHINE LEARNING | BOLEN, NICHOLAS D | 3624 | §101§102§103 | Final Rejection | 50d overdue | Pending | Dec 28, 2022 |
| 18059277 | ADJUSTMENT OF TRAINING DATA SETS FOR FAIRNESS-AWARE ARTIFICIAL INTELLIGENCE MODELS | SHALU, ZELALEM W | 2145 | §103§112 | Non-Final OA | — | Pending | Nov 28, 2022 |
| 17977783 | AGGREGATED MESSAGING IN DYNAMIC BATCHES FOR NETWORK OPTIMIZATION | CHAKRAVARTI, ARUNAVA | 3692 | §101 | Final Rejection | 28d | Pending | Oct 31, 2022 |
| 18047149 | RECOMMENDATIONS BASED ON BRANDING | MITROS, ANNA MAE | 3689 | §101 | Non-Final OA | — | Pending | Oct 17, 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 | Non-Final OA | — | Pending | Apr 15, 2022 |
| 17721993 | OPTIMIZING TRAINING DATA GENERATION FROM REAL-TIME PREDICTION SYSTEMS FOR INTELLIGENT MODEL TRAINING | SHALU, ZELALEM W | 2145 | §103 | Final Rejection | 14d | Pending | Apr 15, 2022 |
| 17710934 | PARTNER FEE RECOMMENDATION SERVICE | LEE, PO HAN | 3623 | §101 | Final Rejection | 182d overdue | Pending | Mar 31, 2022 |
| 17673377 | TIERED INPUT STRUCTURES FOR MACHINE LEARNING MODELS | SHALU, ZELALEM W | 2145 | §101§103 | Final Rejection | 14d | Pending | Feb 16, 2022 |
| 17580001 | LINKAGE DATA GENERATOR | STORK, KYLE R | 2128 | §101 | Non-Final OA | 22d overdue | Pending | Jan 20, 2022 |
| 17557665 | FEATURE DEPRECATION ARCHITECTURES FOR NEURAL NETWORKS | HAN, BYUNGKWON | 2121 | §101§103 | Final Rejection | — | Pending | Dec 21, 2021 |
| 17545192 | UTILIZATION OF BIOMETRICS IN CREATION OF SECURE KEY OR DIGITAL SIGNATURE | CHOI, YUE YIN | 3699 | §103 | Final Rejection | — | Pending | Dec 08, 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 |
| 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 |
| 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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