Prosecution Insights
Prosecution Insights
164 pending office actions • 10 clients • 151 examiners • 68 art units • 12 of 164 (7%) have an AI response strategy ready
Based on the USPTO statutory response window for each pending office action. 30 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. 30 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 | 12 (7%) |
| §101 + other | 29 (18%) |
| §103 only | 53 (32%) |
| §102 only | 17 (10%) |
| §112 only | 7 (4%) |
| Double-patenting only | 2 (1%) |
| Multi-statute (no §101) | 41 (25%) |
| No statute on record | 3 (2%) |
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 |
|---|---|---|---|
| KANERVO, VIRPI H | 3 | 47.4% | +48.0% |
| MIZRAHI, DIANE D | 3 | 92.2% | +5.3% |
| FU, HAO | 2 | 50.0% | +25.0% |
| MILLER, SHAWN D | 2 | 95.5% | +6.3% |
| LA, PHONG | 2 | 89.3% | +11.5% |
| LEWIS, IYONDA LATIFAH | 2 | 100.0% | +0.0% |
| MAHMUD, RANA HASSAN | 2 | — | — |
| TOWFIGHI, AFSHAWN M | 2 | 87.8% | +8.8% |
| OBISESAN, AUGUSTINE KUNLE | 2 | 63.7% | +21.5% |
| COLE, BRANDON S | 2 | 79.3% | +7.3% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 8 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18229448 | Method and Apparatus Related to Cell Searching in Non-Terrestrial Networks | MIZRAHI, DIANE D | 69d |
| 18887139 | COORDINATION OF USER EQUIPMENT CONTEXT INFORMATION BETWEEN RADIO ACCESS NODES | MILLER, SHAWN D | — |
| 18846452 | RECEIVING TRANSMISSIONS FROM DIFFERENT CELLS | LA, PHONG | — |
| 18807324 | HANDLING CONDITIONAL HANDOVER | LEWIS, IYONDA LATIFAH | — |
| 18796534 | DYNAMIC MULTI-CLUSTER MANAGEMENT | MILLER, SHAWN D | — |
| 18775664 | IMPORTANCE-BASED PROHIBITION OF UPLINK DATA TRANSMISSION | LA, PHONG | — |
| 18757794 | DATA MINIMIZATION IN NETWORK FUNCTION TO NETWORK FUNCTION COMMUNICATION | TOWFIGHI, AFSHAWN M | — |
| 18474568 | APPARATUS, METHODS, AND COMPUTER PROGRAMS | MIZRAHI, DIANE D | — |
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 |
|---|---|---|---|
| 18448105 | DYNAMIC CUSTOMIZED INCENTIVES FOR INSTALLMENT PAYMENT PLANS | HEWITT II, CALVIN L | 259d overdue |
| 18471672 | Orientation Determination in Telecommunication Systems | GAO, JING | 112d overdue |
| 18592455 | SYNTHETIC CONTROLS FOR SURVIVAL DATA | MERCHANT, SHAHID R | 93d overdue |
| 18622848 | CHAINING TRANSACTIONS FOR FRAUD PREVENTION | KANERVO, VIRPI H | 50d overdue |
| 18640812 | CROSS-PLATFORM RECORD MANAGEMENT USING A PEER-TO-PEER LINK SERVICE | KANERVO, VIRPI H | 49d overdue |
| 18429324 | USER INTERFACE FOR AI-BASED TRADE INFORMATION AND RECOMMENDATIONS | NGUYEN, NGA B | 44d overdue |
| 18190086 | CONSERVING COMPUTING RESOURCES DURING IDENTITY VALIDATION VIA A LAST USED ACCOUNT | QAYYUM, ZESHAN | 17d overdue |
| 18051867 | TRAINING A TEAM PREDICTION MODEL TO GENERATE VIRTUAL TEAMS | LEWIS, MATTHEW LEE | 15d 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 |
|---|---|---|---|
| 18622848 | CHAINING TRANSACTIONS FOR FRAUD PREVENTION | KANERVO, VIRPI H | 50d overdue |
| 18640812 | CROSS-PLATFORM RECORD MANAGEMENT USING A PEER-TO-PEER LINK SERVICE | KANERVO, VIRPI H | 49d overdue |
| 18772103 | DATA AGGREGATION IN A HIERARCHY FOR QUERY EXECUTION | OBISESAN, AUGUSTINE KUNLE | 9d overdue |
| 17937767 | DETERMINATION OF AN OUTLIER SCORE USING EXTREME VALUE THEORY (EVT) | OBISESAN, AUGUSTINE KUNLE | 9d overdue |
| 19093088 | FACILITATING PAYMENTS IN AN EXTENDED REALITY SYSTEM BASED ON BEHAVIORAL BIOMETRICS | FU, HAO | — |
| 18846452 | RECEIVING TRANSMISSIONS FROM DIFFERENT CELLS | LA, PHONG | — |
| 18810417 | BATCH SETTLEMENT OF PAYMENTS | KANERVO, VIRPI H | — |
| 18775664 | IMPORTANCE-BASED PROHIBITION OF UPLINK DATA TRANSMISSION | LA, PHONG | — |
| Client (Assignee) | Pending OAs |
|---|---|
| Nokia | 88 |
| Microsoft | 44 |
| Mastercard | 22 |
| Tartan Aerial Sense Tech Private Limited | 4 |
| MASTERCARD TECHNOLOGIES CANADA ULC | 1 |
| VOCALINK LIMITED | 1 |
| Flugdachs Intellectual Property GmbH | 1 |
| Mastercard Asia/Pacific Pte. Ltd. | 1 |
| Mastercard International Incorporaton | 1 |
| IB Lab | 1 |
| Art Unit | Apps |
|---|---|
| 3691 | 4 |
| 2467 | 3 |
| 2647 | 3 |
| 2129 | 3 |
| 3698 | 2 |
| 3695 | 2 |
| 2625 | 2 |
| 2196 | 2 |
| 2438 | 2 |
| 2156 | 2 |
| App # | Title | Client | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|---|
| 18815823 | Untitled | Mastercard Technologies Canada Ulc | KIRK, BRYAN J | 3628 | §101 | Non-Final OA | — | Pending | |
| 18946905 | Untitled | Mastercard International Incorporated | SKHOUN, HICHAM | §101§102 | Non-Final OA | — | Pending | ||
| 19268960 | NATURAL LANGUAGE USER INTERFACE FOR AN AUTOMATED LOYALTY PROGRAM DESIGNER FRAMEWORK | Mastercard International Incorporated | SYROWIK, MATHEW RICHARD | 3621 | §103 | Non-Final OA | — | Pending | Jul 14, 2025 |
| 19129050 | A SYSTEM AND METHOD OF PROCESSING TRANSACTIONS FROM CRYPTO WALLETS | Mastercard International Incorporated | DIROMA, SCOTT MICHAEL | 3698 | §102§103 | Non-Final OA | — | Pending | May 12, 2025 |
| 19185236 | AI AGENT FOR PRE-BUILD CONFIGURATION OF CLOUD SERVICES | Microsoft Technology Licensing, LLC | MEKY, MOUSTAFA M | DP | Non-Final OA | — | Pending | Apr 21, 2025 | |
| 19093088 | FACILITATING PAYMENTS IN AN EXTENDED REALITY SYSTEM BASED ON BEHAVIORAL BIOMETRICS | Mastercard International Incorporated | FU, HAO | 3695 | §101§103§112 | Non-Final OA | — | Pending | Mar 27, 2025 |
| 19039302 | DYNAMIC REFRESH RATE SWITCHING SYSTEM AND METHOD THEREOF | Microsoft Technology Licensing, LLC | BODDIE, WILLIAM | 2625 | Other | Non-Final OA | 45d overdue | AI Ready | Jan 28, 2025 |
| 19019442 | TRANSPORT LAYER SECURITY COMPUTER DEVICES AND METHODS | Microsoft Technology Licensing, LLC | HOLDER, BRADLEY W | 2408 | §103 | Non-Final OA | — | Pending | Jan 13, 2025 |
| 18869567 | VOICE PACKET COMBINATION MECHANISM | Nokia Technologies Oy | GEBRE, MESSERET F | 2445 | §103 | Non-Final OA | — | Pending | Nov 26, 2024 |
| 18961418 | STYLIZED ANIMATABLE REPRESENTATION | Microsoft Technology Licensing, LLC | CASCHERA, ANTONIO A | 2612 | §102§112 | Non-Final OA | — | Pending | Nov 26, 2024 |
| 18954484 | AUTHENTICATION USING PAYMENT ACCOUNT TRANSACTION DATA | Mastercard International Incorporated | WEISBERGER, RICHARD C | 3693 | §101§103 | Non-Final OA | — | Pending | Nov 20, 2024 |
| 18951636 | FRAUD DETECTION BASED ON COLLABORATIVE FILTERING | Mastercard International Incorporated | MAGUIRE, LINDSAY M | 3619 | §101§103 | Non-Final OA | — | Pending | Nov 18, 2024 |
| 18946915 | TIME-MULTIPLEXED OPTICAL LINK WITH DELAY | Microsoft Technology Licensing, LLC | SANDHU, AMRITBIR K | §103 | Non-Final OA | — | Pending | Nov 13, 2024 | |
| 18942336 | ENVIRONMENTAL IMPACT POWER CONSUMPTION RATING FOR APPLICATIONS | Microsoft Technology Licensing, LLC | SAMPATH, GAYATHRI | 2176 | §102Other | Non-Final OA | — | Pending | Nov 08, 2024 |
| 18940805 | GENERATING ESTIMATED FUTURE TRANSACTIONS USING TOKENS AND EMBEDDINGS OF PAST TRANSACTIONS | Mastercard International Incorporated | LOZA, JANICE JOMARIE | 3698 | §101§103 | Non-Final OA | — | Pending | Nov 07, 2024 |
| 18853407 | LENS UNIT, OPTICAL TRANSMITTER UNIT, OPTICAL SYSTEM AND OPTICAL TRANSCEIVER UNIT | Microsoft Technology Licensing, LLC | BROCK, PAUL MORGAN | §103§112 | Non-Final OA | — | Pending | Oct 01, 2024 | |
| 18853410 | FILTERING UNIT, OPTICAL RECEIVER UNIT, OPTICAL TRANSCEIVER UNIT, SYSTEM AND METHOD | Microsoft Technology Licensing, LLC | PHAN, HANH | §103 | Non-Final OA | — | Pending | Oct 01, 2024 | |
| 18897653 | REFERENCE SIGNAL CONFIGURATION | Nokia Technologies Oy | MOREAU, AUSTIN J | §103 | Non-Final OA | — | Pending | Sep 26, 2024 | |
| 18898571 | WAVEFORM SWITCHING WITH CLOSED LOOP POWER CONTROL | Nokia Technologies Oy | VO, NGUYEN THANH | §102 | Non-Final OA | — | Pending | Sep 26, 2024 | |
| 18887139 | COORDINATION OF USER EQUIPMENT CONTEXT INFORMATION BETWEEN RADIO ACCESS NODES | Nokia Technologies Oy | MILLER, SHAWN D | §103 | Non-Final OA | — | Pending | Sep 17, 2024 | |
| 18884362 | APPARATUS, METHOD AND COMPUTER PROGRAM | Nokia Technologies Oy | RAZA, MUHAMMAD A | 2449 | §103 | Non-Final OA | 76d | Pending | Sep 13, 2024 |
| 18883788 | CELLS SHARING RRC LAYER | Nokia Technologies Oy | WEBB, MARGARET G | §102 | Non-Final OA | — | Pending | Sep 12, 2024 | |
| 18883367 | STORE-AND-FORWARD OPERATIONS IN NON-TERRESTRIAL NETWORKS | Nokia Technologies Oy | MARCELO, MELVIN C | §102 | Non-Final OA | — | Pending | Sep 12, 2024 | |
| 18846452 | RECEIVING TRANSMISSIONS FROM DIFFERENT CELLS | Nokia Technologies Oy | LA, PHONG | §103 | Non-Final OA | — | Pending | Sep 12, 2024 | |
| 18829483 | MULTIPLE TRANSCEIVER POINT OPERATION | Nokia Technologies Oy | LEE, SANG CHEON | §103 | Non-Final OA | — | Pending | Sep 10, 2024 | |
| 18829056 | SIDELINK POSITIONING REFERENCE SIGNAL MEASUREMENT BASED ON A PLURALITY OF MEASUREMENT SAMPLES | Nokia Technologies Oy | MAGLOIRE, VLADIMIR | §102§103 | Non-Final OA | — | Pending | Sep 09, 2024 | |
| 18823091 | REGISTRATION AND SELECTION OF USER EQUIPMENT FOR WIRELESS NETWORK SENSING SERVICES | Nokia Technologies Oy | VU, QUOC THAI NGOC | §103 | Non-Final OA | — | Pending | Sep 03, 2024 | |
| 18822063 | ANALYZING AND PRESENTING FACILITY RESOURCE USAGE DATA VIA A GUI | Mastercard International Incorporated | KRAISINGER, EMILY MARIE | 3626 | §101§103 | Non-Final OA | — | Pending | Aug 30, 2024 |
| 18841797 | ENHANCED REFERENCE SIGNAL PREDICTION IN TELECOMMUNICATION SYSTEMS | Nokia Technologies Oy | THOMPSON, JR, OTIS L | §102§103 | Non-Final OA | — | Pending | Aug 27, 2024 | |
| 18812979 | MEMORY DEALLOCATION ACROSS A TRUST BOUNDARY | Microsoft Technology Licensing, LLC | SWIFT, CHARLES M | 2196 | §103Other | Non-Final OA | — | Pending | Aug 22, 2024 |
| 18812415 | METHOD AND APPARATUS FOR CONFIGURING RESOURCES FOR SBFD OPERATION | Nokia Technologies Oy | LING, CHHIAN | §102§103 | Non-Final OA | — | Pending | Aug 22, 2024 | |
| 18840038 | IDENTIFYING UE-TO-UE COMMUNICATION AND RELAYING TRAFFIC VIA UE-TO-UE COMMUNICATION | Nokia Technologies Oy | MOHEBBI, KOUROUSH | §103 | Non-Final OA | — | Pending | Aug 20, 2024 | |
| 18810417 | BATCH SETTLEMENT OF PAYMENTS | Vocalink Limited | KANERVO, VIRPI H | 3691 | §101§103 | Final Rejection | — | Pending | Aug 20, 2024 |
| 18807324 | HANDLING CONDITIONAL HANDOVER | Nokia Technologies Oy | LEWIS, IYONDA LATIFAH | §102 | Non-Final OA | — | Pending | Aug 16, 2024 | |
| 18806502 | Event-Triggered CSI Reporting | Nokia Technologies Oy | SCHEIBEL, ROBERT C | §102§103§112 | Non-Final OA | — | Pending | Aug 15, 2024 | |
| 18804836 | CONDITIONAL HANDOVER | Nokia Technologies Oy | AHN, SAM K | §102§103 | Non-Final OA | — | Pending | Aug 14, 2024 | |
| 18837775 | USER EQUIPMENT RECEPTION BEAM REFINEMENT BASED ON MEASUREMENT OF SECOND USER EQUIPMENT | Nokia Technologies Oy | ACOLATSE, KODZOVI | §102 | Non-Final OA | — | Pending | Aug 12, 2024 | |
| 18801570 | METHOD AND SYSTEM FOR FACILITATING UTILIZATION OF REWARD POINTS | Mastercard International Incorporated | OSMAN BILAL AHMED, AFAF | 3622 | §101 | Non-Final OA | — | Pending | Aug 12, 2024 |
| 18798827 | COLLISION HANDLING FOR INTERRUPTIONS AND DISCONTINUOUS RECEPTION OPERATION | Nokia Technologies Oy | HARLEY, JASON A | §103 | Non-Final OA | — | Pending | Aug 09, 2024 | |
| 18799324 | HANDOVER | Nokia Technologies Oy | THAWNG, MANG BOI | §103§112 | Non-Final OA | — | Pending | Aug 09, 2024 | |
| 18799969 | HOME RENOVATION WITH ARTIFICIAL INTELLIGENCE | Mastercard International Incorporated | JONES, ANDREW B | §103 | Non-Final OA | — | Pending | Aug 09, 2024 | |
| 18798825 | MANAGING MASTER CELL GROUP CONFIGURATIONS | Nokia Technologies Oy | VO, ERIC MINHSANG | §103 | Non-Final OA | — | Pending | Aug 09, 2024 | |
| 18798373 | AI/ML MODEL TEST MECHANISM | Nokia Technologies Oy | KWAK, JAEYOUNG | §103 | Non-Final OA | — | Pending | Aug 08, 2024 | |
| 18797509 | HANDLING VIOLATIONS OF SLPP SESSION PARAMETER CONFIGURATION | Nokia Technologies Oy | MAHMUD, RANA HASSAN | — | Non-Final OA | — | Pending | Aug 08, 2024 | |
| 18797526 | INDICATION OF TIME SYNCHRONIZATION REFERENCE FOR SIDELINK-BASED TIME DIFFERENCE POSITIONING TECHNIQUE | Nokia Technologies Oy | MAHMUD, RANA HASSAN | §103 | Non-Final OA | — | Pending | Aug 08, 2024 | |
| 18796534 | DYNAMIC MULTI-CLUSTER MANAGEMENT | Nokia Technologies Oy | MILLER, SHAWN D | §103 | Non-Final OA | — | Pending | Aug 07, 2024 | |
| 18795533 | PHYSICAL RANDOM ACCESS CHANNEL OCCASION DETERMINATION FOR MULTIPLE PHYSICAL RANDOM ACCESS CHANNEL TRANSMISSIONS | Nokia Technologies Oy | SAM, PHIRIN | §102 | Non-Final OA | — | Pending | Aug 06, 2024 | |
| 18796086 | RADIO RESOURCE MANAGEMENT MEASUREMENT FOR LOW POWER HIGH FREQUENCY ACCURACY POSITIONING WITH A SUBSTANTIALLY EXTENDED DISCONTINUOUS RECEPTION CYCLE | Nokia Technologies Oy | FARAGALLA, MICHAEL A | §103§112 | Non-Final OA | — | Pending | Aug 06, 2024 | |
| 18795500 | NW-first Separate Sequential Training With Raw Dataset Sharing Scheme For AIML-enabled CSI Compression | Nokia Technologies Oy | JAVAID, JAMAL | §112 | Non-Final OA | — | Pending | Aug 06, 2024 | |
| 18793190 | MECHANISM FOR USER EQUIPMENT PERFORMANCE FEEDBACK MEASUREMENT REPORTING | Nokia Technologies Oy | NGUYEN, KHAI MINH | §102 | Non-Final OA | — | Pending | Aug 02, 2024 | |
| 18791696 | VEHICLE MOUNTED RELAY USING PROTOCOL DATA UNIT (PDU) SESSION | Nokia Technologies Oy | MIZRAHI, DIANE D | §102§112 | Non-Final OA | — | Pending | Aug 01, 2024 | |
| 18791735 | ENHANCED UPLINK SWITCHING FOR MULTI-RECEIVER USER EQUIPMENT AT BEAM FAILURE | Nokia Technologies Oy | SAMPAT, RUSHIL PARIMAL | §103§112 | Non-Final OA | — | Pending | Aug 01, 2024 | |
| 18790801 | METHOD, APPARATUS AND COMPUTER PROGRAM | Nokia Technologies Oy | COSME, NATASHA W | §101 | Non-Final OA | — | Pending | Jul 31, 2024 | |
| 18791362 | SUCI ENCRYPTION | Nokia Technologies Oy | LAM, KENNETH T | §103 | Non-Final OA | — | Pending | Jul 31, 2024 | |
| 18791123 | TRAINING SERVER AND METHOD OF AUGMENTING AGRICULTURAL IMAGE DATA FOR ENHANCED ERROR HANDLING | Tartan Aerial Sense Tech Private Limited | DANG, DUY M | 2662 | DP | Non-Final OA | — | Pending | Jul 31, 2024 |
| 18790461 | ACQUISITION OF NEW SATELLITE ASSISTANCE INFORMATION FOR SATELLITE SWITCH | Nokia Technologies Oy | ABDULLAEV, ERKIN SHAVKATOVICH | §103§112 | Non-Final OA | — | Pending | Jul 31, 2024 | |
| 18787986 | TRAINING SERVER AND METHOD OF DETECTING CROP PLANTS IRRESPECTIVE OF CROP IMAGE DATA VARIATIONS | Tartan Aerial Sense Tech Private Limited | SHAH, UTPAL D | §101DP | Non-Final OA | — | Pending | Jul 29, 2024 | |
| 18785480 | TRIGGERING OF ARTIFICIAL INTELLIGENCE/MACHINE LEARNING TRAINING IN NETWORK DATA ANALYTICS FUNCTION | Nokia Technologies Oy | WILLIAMS, ELTON S | §102 | Non-Final OA | — | Pending | Jul 26, 2024 | |
| 18784858 | METHOD FOR PROVISIONING AD HOC MONITORING TIME FOR REPITITION GRANTS AND USER EQUIPMENT ENERGY SAVINGS | Nokia Technologies Oy | TOWFIGHI, AFSHAWN M | §102§112 | Non-Final OA | — | Pending | Jul 25, 2024 | |
| 18784652 | CONDITIONAL ACCESS TO A CELL OF A SECONDARY CELL GROUP | Nokia Technologies Oy | ANSARI, NAJEEBUDDIN | §102§103 | Non-Final OA | — | Pending | Jul 25, 2024 | |
| 18783014 | MOBILITY PROCEDURE | Nokia Technologies Oy | NGO, ANGELIE THIEN THAN | §102§103 | Non-Final OA | — | Pending | Jul 24, 2024 | |
| 18782737 | AUTHENTICATION IN ACCESS NETWORK SHARING ENVIRONMENT | Nokia Technologies Oy | WINN, JUSTIN HUYNH | §103 | Non-Final OA | — | Pending | Jul 24, 2024 | |
| 18779543 | STATE TRANSITION OF CELL DISCONTINUOUS OPERATION | Nokia Technologies Oy | CHU, WUTCHUNG | §102§103 | Non-Final OA | — | Pending | Jul 22, 2024 | |
| 18780453 | METHODS AND SYSTEMS FOR MANAGING DEFAULT RISK ASSOCIATED WITH TRANSIT TRANSACTIONS | Mastercard International Incorporated | RANKINS, WILLIAM E | 3694 | §101 | Final Rejection | — | Pending | Jul 22, 2024 |
| 18779223 | USER AUTHENTICATION EXPOSURE | Nokia Technologies Oy | NIKMANESH, SEAHVOSH J | §102 | Non-Final OA | — | Pending | Jul 22, 2024 | |
| 18779046 | PROTECTION OF APPLICATION METADATA IN TRANSPORT PROTOCOL | Nokia Technologies Oy | LEWIS, IYONDA LATIFAH | §102§103 | Non-Final OA | — | Pending | Jul 21, 2024 | |
| 18775692 | NEGOTIATION OF SECURITY MECHANISMS THAT IMPLEMENT COMBINED INTEGRITY AND ENCRYPTION ALGORITHMS | Nokia Technologies Oy | LYNCH, SHARON S | 2438 | §103 | Non-Final OA | — | Pending | Jul 17, 2024 |
| 18775151 | MONITORING OF SESSIONLESS POSITIONING VIA SIDELINK CONTROL INFORMATION FOR WIRELESS NETWORKS | Nokia Technologies Oy | COX, BRIAN P | §102§103 | Non-Final OA | — | Pending | Jul 17, 2024 | |
| 18775456 | MONITORING AND TESTING PREDICTION PERFORMANCE | Nokia Technologies Oy | CHEN, PETER | §102§103 | Non-Final OA | — | Pending | Jul 17, 2024 | |
| 18775664 | IMPORTANCE-BASED PROHIBITION OF UPLINK DATA TRANSMISSION | Nokia Technologies Oy | LA, PHONG | §103 | Non-Final OA | — | Pending | Jul 17, 2024 | |
| 18773759 | SYNCHRONIZATION OF DATA BY A USER EQUIPMENT IN CONNECTION WITH CONNECTED DEVICES | Nokia Technologies Oy | LATORRE, IVAN O | §101§103§112 | Non-Final OA | — | Pending | Jul 16, 2024 | |
| 18772103 | DATA AGGREGATION IN A HIERARCHY FOR QUERY EXECUTION | Microsoft Technology Licensing, LLC | OBISESAN, AUGUSTINE KUNLE | 2156 | §103Other | Final Rejection | 9d overdue | AI Ready | Jul 12, 2024 |
| 18770295 | APPARATUS AND METHOD FOR A TERMINAL DEVICE AND APPARATUS AND METHOD FOR A NETWORK DEVICE | Nokia Technologies Oy | SAMS, MATTHEW C | §102 | Non-Final OA | — | Pending | Jul 11, 2024 | |
| 18728381 | APPARATUS, METHOD, AND COMPUTER PROGRAM | Nokia Technologies Oy | LAM, YEE F | §103§112 | Non-Final OA | — | Pending | Jul 11, 2024 | |
| 18769987 | HANDOVER DELAYS IN CELL MOBILITY | Nokia Technologies Oy | QIN, ZHIREN | §103 | Non-Final OA | — | Pending | Jul 11, 2024 | |
| 18727632 | BEAM SELECTION FOR USER EQUIPMENT | Nokia Technologies Oy | OH, ANDREW CHUNG SUK | §102§103 | Non-Final OA | — | Pending | Jul 09, 2024 | |
| 18726789 | METHOD, APPARATUS AND COMPUTER PROGRAM | Microsoft Technology Licensing, LLC | LE, JOHNNY TRAN | 2614 | §102§103 | Final Rejection | — | Pending | Jul 03, 2024 |
| 18762175 | APPARATUSES, METHODS AND COMPUTER PROGRAMS FOR EXCHANGING IMPACT INFORMATION | Nokia Technologies Oy | BELUR, DEEPA | §101§103 | Non-Final OA | — | Pending | Jul 02, 2024 | |
| 18761656 | MEASUREMENT ACCURACY REQUIREMENT FOR AI/ML BEAM PREDICTION WITH TESTABILITY | Nokia Technologies Oy | TROST IV, WILLIAM GEORGE | §102§103 | Non-Final OA | — | Pending | Jul 02, 2024 | |
| 18757794 | DATA MINIMIZATION IN NETWORK FUNCTION TO NETWORK FUNCTION COMMUNICATION | Nokia Technologies Oy | TOWFIGHI, AFSHAWN M | §102 | Non-Final OA | — | Pending | Jun 28, 2024 | |
| 18751863 | METHOD FOR EQUALIZING ACCESS SUCCESS ACROSS NTN CELL | Nokia Technologies Oy | GOODWIN, SCHQUITA D | §103§112 | Non-Final OA | — | Pending | Jun 24, 2024 | |
| 18722458 | RANDOM ACCESS PROCEDURE OPTIMIZATION FOR ENERGY HARVESTING SDT DEVICES | Nokia Technologies Oy | ABBATINE JR., MICHAEL WILLIAM | §103 | Non-Final OA | — | Pending | Jun 20, 2024 | |
| 18721843 | CONFIGURATION OF SIDELINK REFERENCE SIGNALS | Nokia Technologies Oy | GEORGE, AYANAH S | 2467 | §103 | Non-Final OA | — | Pending | Jun 19, 2024 |
| 18721003 | METHOD AND APPARATUS FOR QUALITY OF EXPERIENCE REPORTING CONTINUITY | Nokia Technologies Oy | CHOUDHRY, SAMINA F | §103 | Non-Final OA | — | Pending | Jun 17, 2024 | |
| 18717810 | PROVABLE REMOTE EXECUTION OF A COMPUTER PROGRAM | Flugdachs Intellectual Property GmbH | WHITE, JOSHUA RAYMOND | 2438 | §102§103 | Final Rejection | — | Pending | Jun 07, 2024 |
| 18717631 | METHOD, APPARATUS AND COMPUTER PROGRAM | Nokia Technologies Oy | GIDADO, RASHEED | 2464 | §103 | Non-Final OA | — | Pending | Jun 07, 2024 |
| 18680997 | ABSTRACTIVE AND EXTRACTIVE SUMMARIZATION OF TEXT | Microsoft Technology Licensing, LLC | SINGH, SATWANT K | 2653 | §101§103 | Non-Final OA | — | Pending | May 31, 2024 |
| 18731104 | ENABLING CONSENT IN A GROUP COMMUNICATION WITH MULTIPLE LLM AGENTS | Microsoft Technology Licensing, LLC | MONIKANG, GEORGE C | 2692 | §102 | Final Rejection | 49d overdue | Pending | May 31, 2024 |
| 18715389 | CONFLICT AVOIDANCE FOR REFERENCE SIGNAL | Nokia Technologies Oy | ALI, SYED | 2463 | §101§102 | Non-Final OA | — | Pending | May 31, 2024 |
| 18659850 | METHOD FOR F1AP AND NGAP CONDITIONAL EVENT REPORTING FOR TIMING RESILIENCE | Nokia Technologies Oy | SHARMA, GAUTAM | 2467 | §102§103 | Non-Final OA | — | Pending | May 09, 2024 |
| 18660150 | COLLISION DETECTION FOR TIMING ADVANCE ACQUISITION IN A MOBILE NETWORK | Nokia Technologies Oy | TRAN, THINH D | 2466 | §112 | Non-Final OA | — | Pending | May 09, 2024 |
| 18708841 | SIMULTANEOUS NR SIDELINK COMMUNICATION AND SIDELINK POSITIONING | Nokia Technologies Oy | MORLAN, ROBERT M | 2409 | §102§103 | Non-Final OA | — | Pending | May 09, 2024 |
| 18651189 | APPARATUS, METHOD, AND COMPUTER PROGRAM | Nokia Technologies Oy | OLALEYE, OLADIRAN GIDEON | 2472 | — | Final Rejection | — | Pending | Apr 30, 2024 |
| 18640812 | CROSS-PLATFORM RECORD MANAGEMENT USING A PEER-TO-PEER LINK SERVICE | Mastercard Asia/Pacific Pte. Ltd. | KANERVO, VIRPI H | 3691 | §101§103 | Final Rejection | 49d overdue | Pending | Apr 19, 2024 |
| 18702177 | CONDITIONAL LINK SYNCHRONIZATION IN NTN | Nokia Technologies Oy | NG, CHRISTINE Y | 2464 | §103§112 | Non-Final OA | — | Pending | Apr 17, 2024 |
| 18636992 | METHOD AND/OR DEVICE FOR REPORTING QUANTIZED VALUES FOR A CHANNEL STATE INFORMATION QUANTITY | Nokia Technologies Oy | CHANG, JUNGWON | 2454 | §102§103 | Non-Final OA | — | Pending | Apr 16, 2024 |
| 18701312 | APPARATUS, METHOD, AND COMPUTER PROGRAM | Nokia Technologies Oy | NGUYEN, ANH NGOC M | 2473 | §112 | Non-Final OA | — | Pending | Apr 15, 2024 |
| 18700518 | METHOD, APPARATUS AND COMPUTER PROGRAM FOR CONDITIONAL HANDOVER | Nokia Technologies Oy | CHOWDHURY, MOHAMMED SHAMSUL | 2467 | §103 | Non-Final OA | — | Pending | Apr 11, 2024 |
| 18632787 | DATA UNIT DELAY MEASUREMENT | Nokia Technologies Oy | WU, JIANYE | 2462 | §103 | Non-Final OA | — | Pending | Apr 11, 2024 |
| 18631028 | WORKLOADS AS A SERVICE AND DISCOVERY THEREOF | Microsoft Technology Licensing, LLC | GUTMAN, JENNIFER MARIE | §101§103§112 | Non-Final OA | — | Pending | Apr 09, 2024 | |
| 18622751 | SYSTEMS AND METHODS FOR OPTIMIZING VM DEPLOYMENTS | Microsoft Technology Licensing, LLC | SUN, CHARLIE | §103 | Non-Final OA | — | Pending | Mar 29, 2024 | |
| 18697348 | USER EQUIPMENT CONTENTION-BASED POSITIONING WITHOUT AUTHENTICATION | Nokia Technologies Oy | ESCALANTE, OVIDIO | 3992 | §112 | Final Rejection | — | Pending | Mar 29, 2024 |
| 18622848 | CHAINING TRANSACTIONS FOR FRAUD PREVENTION | Mastercard International Incorporated | KANERVO, VIRPI H | 3691 | §101 | Non-Final OA | 50d overdue | Pending | Mar 29, 2024 |
| 18617634 | MASK BASED IMAGE COMPOSITION | Microsoft Technology Licensing, LLC | USTARIS, JOSEPH G | 2483 | §103 | Final Rejection | — | AI Ready | Mar 26, 2024 |
| 18614619 | IMAGE COMPRESSION | Microsoft Technology Licensing, LLC | RHIM, WOO CHUL | 2676 | §103 | Final Rejection | 4d overdue | AI Ready | Mar 22, 2024 |
| 18609929 | ENHANCED CELL (RE)SELECTION FOR LOW POWER WAKE-UP SIGNAL MODE OF OPERATION | Nokia Technologies Oy | NGUYEN, LIEM HONG | 2416 | §102§103 | Non-Final OA | — | Pending | Mar 19, 2024 |
| 18592468 | INTERPRETING LARGE LANGUAGE MODELS | Microsoft Technology Licensing, LLC | MEIS, JON CHRISTOPHER | 2654 | §103§112 | Final Rejection | — | Pending | Feb 29, 2024 |
| 18592455 | SYNTHETIC CONTROLS FOR SURVIVAL DATA | Microsoft Technology Licensing, LLC | MERCHANT, SHAHID R | 3684 | §101§103 | Non-Final OA | 93d overdue | Pending | Feb 29, 2024 |
| 18687544 | SMART REPEATING IN RADIO NETWORKS | Nokia Technologies Oy | BAIG, ADNAN | 2461 | §103§112 | Non-Final OA | 84d | Pending | Feb 28, 2024 |
| 18683541 | ENHANCEMENT OF TRAINING NODE SELECTION FOR TRUSTWORTHY FEDERATED LEARNING | Nokia Technologies Oy | WALSH, EMMETT K | §101 | Non-Final OA | — | Pending | Feb 14, 2024 | |
| 18433602 | METHODS AND APPARATUSES FOR CODEBOOK-BASED UPLINK TRANSMISSION | Nokia Technologies Oy | MERED, HABTE | 2474 | §103 | Final Rejection | 29d overdue | AI Ready | Feb 06, 2024 |
| 18429324 | USER INTERFACE FOR AI-BASED TRADE INFORMATION AND RECOMMENDATIONS | Mastercard International Incorporated | NGUYEN, NGA B | 3625 | §101 | Non-Final OA | 44d overdue | Pending | Jan 31, 2024 |
| 18292368 | IDENTIFIABLE GENERATIVE MODELS FOR MISSING NOT AT RANDOM DATA IMPUTATION | Microsoft Technology Licensing, LLC | WENG, PEI YONG | §101§103 | Non-Final OA | — | Pending | Jan 26, 2024 | |
| 18421982 | SERVER SYSTEM | Microsoft Technology Licensing, LLC | WOOD, WILLIAM H | 3992 | §112 | Final Rejection | 16d overdue | AI Ready | Jan 24, 2024 |
| 18416555 | MULTICAST SERVICES IN CELLULAR COMMUNICATION NETWORKS | Nokia Technologies Oy | HOANG, THAI D | 2463 | §112 | Final Rejection | 42d | Pending | Jan 18, 2024 |
| 18579451 | CAUSAL DISCOVERY AND MISSING VALUE IMPUTATION | Microsoft Technology Licensing, LLC | GODO, MORIAM MOSUNMOLA | §101§102§103 | Non-Final OA | — | Pending | Jan 15, 2024 | |
| 18399681 | DETERMINING AND PERFORMING OPTIMAL ACTIONS ON A PHYSICAL SYSTEM | Microsoft Technology Licensing, LLC | LAU, TUNG S | 2857 | §101§103§112 | Non-Final OA | — | Pending | Dec 28, 2023 |
| 18574193 | REDUCING UPLINK INTERRUPTION IN DUAL ACTIVE PROTOCOL STACK (DAPS) HANDOVER | Nokia Technologies Oy | NGUYEN, THERESA | 2418 | §103 | Final Rejection | 4d overdue | AI Ready | Dec 26, 2023 |
| 18394601 | MODULAR APPARATUS AND METHOD OF OPERATING THE MODULAR APPARATUS | Tartan Aerial Sense Tech Private Limited | CHANDRASIRI, UPUL PRIYADARSHAN | 3665 | §103 | Non-Final OA | 5d overdue | Pending | Dec 22, 2023 |
| 18394411 | SYSTEM AND METHOD FOR CONTROLLED AND PERCEPTIVE CHEMICAL SPRAYING ON AGRICULTURAL FIELD | Tartan Aerial Sense Tech Private Limited | PATEL, CHANDNI | 2118 | §103§112 | Non-Final OA | — | Pending | Dec 22, 2023 |
| 18542517 | EFFICIENT OPTIMIZATION OF MACHINE LEARNING PERFORMANCE | Microsoft Technology Licensing, LLC | COLE, BRANDON S | §101§112 | Non-Final OA | — | Pending | Dec 15, 2023 | |
| 18537794 | DETERMINING AND PERFORMING OPTIMAL ACTIONS ON A SYSTEM | Microsoft Technology Licensing, LLC | ELCHANTI, ZEINA | 3774 | §102 | Non-Final OA | — | Pending | Dec 12, 2023 |
| 18536154 | COMPRESSION OF NEURAL NETWORKS WITH ORTHOGONAL MATRICES | Microsoft Technology Licensing, LLC | COLE, BRANDON S | §101 | Non-Final OA | — | Pending | Dec 11, 2023 | |
| 18534543 | SYSTEMS AND METHODS FOR OPTIMIZING HYPERPARAMETERS FOR MACHINE LEARNING MODELS | Microsoft Technology Licensing, LLC | ABOUD, ABDULLAH KHALED | §101§103§112 | Non-Final OA | — | Pending | Dec 08, 2023 | |
| 18533166 | CAUSAL FRAMEWORK FOR REAL-WORLD EVIDENCE GENERATION WITH LANGUAGE MODELS | Microsoft Technology Licensing, LLC | LEE, JANGWOEN | §103 | Non-Final OA | — | Pending | Dec 07, 2023 | |
| 18567294 | WORK QUEUE FOR COMMUNICATION BETWEEN A PRODUCER AND A CONSUMER | Microsoft Technology Licensing, LLC | LANE, JOSEPH MAXEN | 2196 | §103 | Non-Final OA | — | Pending | Dec 05, 2023 |
| 18560865 | NETWORK-ASSISTED SIGNALING FOR UPLINK DIGITAL PRE-DISTORTION (DPD) | Nokia Technologies Oy | MCINTOSH, ANDREW T | §101§103 | Non-Final OA | — | Pending | Nov 14, 2023 | |
| 18500996 | INDEPENDENT REFRESH RATE FOR MULTIPLE MONITORS | Microsoft Technology Licensing, LLC | TZENG, FRED | 2625 | §102 | Non-Final OA | — | Pending | Nov 02, 2023 |
| 18492375 | COEXISTENCE IN TELECOMMUNICATION SYSTEMS | Nokia Technologies Oy | EGAN KEARNS, PHILLIP JUSTIN | 2416 | §103§112 | Non-Final OA | 7d | AI Ready | Oct 23, 2023 |
| 18486122 | METHODS AND SYSTEMS FOR DETERMINING SUITABLE PRODUCTS AND OPERATING PARAMETERS FOR PERFORMING A TASK | Mastercard International Incorporaton | KANJOOR, AJAY J | 4100 | §103 | Non-Final OA | — | Pending | Oct 12, 2023 |
| 18474568 | APPARATUS, METHODS, AND COMPUTER PROGRAMS | Nokia Technologies Oy | MIZRAHI, DIANE D | 2647 | §102 | Non-Final OA | — | Pending | Sep 26, 2023 |
| 18471672 | Orientation Determination in Telecommunication Systems | Nokia Technologies Oy | GAO, JING | 2647 | §101§102 | Final Rejection | 112d overdue | AI Ready | Sep 21, 2023 |
| 18455546 | METHODS AND SYSTEMS FOR MITIGATING NEGATIVE TRANSFER IN MULTI-TASK LEARNING | Mastercard International Incorporated | CHUANG, SU-TING | 2146 | §101§112 | Non-Final OA | — | Pending | Aug 24, 2023 |
| 18455518 | METHODS AND SYSTEMS FOR GENERATING TASK AGNOSTIC REPRESENTATIONS | Mastercard International Incorporated | SPRAUL III, VINCENT ANTON | 2129 | §101§103 | Non-Final OA | — | Pending | Aug 24, 2023 |
| 18448877 | ARTIFICIAL INTELLIGENCE-BASED METHODS AND SYSTEMS FOR GENERATING ACCOUNT-RELATED SUMMARIES | Mastercard International Incorporated | LEE, TSU-CHANG | 2128 | §101 | Non-Final OA | — | Pending | Aug 11, 2023 |
| 18448105 | DYNAMIC CUSTOMIZED INCENTIVES FOR INSTALLMENT PAYMENT PLANS | Mastercard International Incorporated | HEWITT II, CALVIN L | 4100 | §101§112 | Final Rejection | 259d overdue | Pending | Aug 10, 2023 |
| 18229448 | Method and Apparatus Related to Cell Searching in Non-Terrestrial Networks | Nokia Technologies Oy | MIZRAHI, DIANE D | 2647 | §102 | Final Rejection | 69d | Pending | Aug 02, 2023 |
| 18262782 | OPTICAL VECTOR MULTIPLIER | Microsoft Technology Licensing, LLC | HUSTOFT, JUSTIN WAYNE | §102§103 | Non-Final OA | — | Pending | Jul 25, 2023 | |
| 18350692 | PROCESSING A MEDICAL IMAGE | Ib Lab GmbH | SHIN, SOO JUNG | 2667 | §103§112 | Final Rejection | 82d | Pending | Jul 11, 2023 |
| 18344831 | NEURAL NETWORK INFERENCE BASED ON TABLE LOOKUP | Microsoft Technology Licensing, LLC | SPRAUL III, VINCENT ANTON | 2129 | §103 | Non-Final OA | 20d | Pending | Jun 29, 2023 |
| 18258728 | MACHINE LEARNING MODEL RENEWAL | Nokia Technologies Oy | SPRATT, BEAU D | 2143 | §103 | Final Rejection | 8d | AI Ready | Jun 21, 2023 |
| 18336796 | DETECTING OCCLUSION OF DIGITAL INK | Microsoft Technology Licensing, LLC | DISTEFANO, GREGORY A | 2174 | §103 | Final Rejection | — | Pending | Jun 16, 2023 |
| 18336940 | VALIDATING MACHINE LEARNING MODELS FOR DEPLOYMENT TO CLOUD INFRASTRUCTURE | Microsoft Technology Licensing, LLC | BARRETT, RYAN S | 2148 | §103Other | Non-Final OA | 63d | Pending | Jun 16, 2023 |
| 18335958 | SYSTEM AND METHOD FOR PREDICTING DATA CENTER HARDWARE COMPONENT FAILURE USING MACHINE LEARNING | Microsoft Technology Licensing, LLC | SCHELL, JOSEPH O | 2114 | §101§103 | Non-Final OA | — | Pending | Jun 15, 2023 |
| 18333487 | ROBUSTNESS AGAINST MANIPULATIONS IN MACHINE LEARNING | Microsoft Technology Licensing, LLC | MOORTHY, ARAVIND K | 2407 | §112 | Final Rejection | — | Pending | Jun 12, 2023 |
| 18314132 | ML MODEL POLICY WITH DIFFERENCE INFORMATION FOR ML MODEL UPDATE FOR WIRELESS NETWORKS | Nokia Technologies Oy | JAYAKUMAR, CHAITANYA R | 2128 | §102§103 | Non-Final OA | — | Pending | May 08, 2023 |
| 18313784 | AUTOMATIC PROXIMITY DETECTION FOR CONTENT SHARING BETWEEN DEVICES | Microsoft Technology Licensing, LLC | KE, PENG | 2194 | §103 | Non-Final OA | — | Pending | May 08, 2023 |
| 18249422 | METHODS AND MECHANISMS FOR SLICE COVERAGE ENHANCEMENT | Nokia Technologies Oy | NGUYEN, DAVID Q | 2643 | §103 | Non-Final OA | 43d | Pending | Apr 18, 2023 |
| 18190086 | CONSERVING COMPUTING RESOURCES DURING IDENTITY VALIDATION VIA A LAST USED ACCOUNT | Mastercard International Incorporated | QAYYUM, ZESHAN | 3697 | §101 | Non-Final OA | 17d overdue | Pending | Mar 25, 2023 |
| 18163269 | DYNAMIC COMPUTING AND ASSIGNMENT OF VARIABLE FEE ON CROSS-BORDER TRANSACTIONS | Mastercard International Incorporated | POLLOCK, GREGORY A | 3691 | §101 | Non-Final OA | — | Pending | Feb 01, 2023 |
| 18040142 | HYBRID TEXT TO SPEECH | Microsoft Technology Licensing, LLC | CAUDLE, PENNY LOUISE | 2657 | §103 | Non-Final OA | — | Pending | Jan 31, 2023 |
| 18150190 | TRANSACTION CLASSIFICATION AT A POINT OF SALE | Mastercard International Incorporated | YU, ARIEL J | 3627 | §101§103 | Non-Final OA | — | Pending | Jan 04, 2023 |
| 18002929 | RANDOM ACCESS REPORT IN MIXED NETWORK TYPES | Nokia Technologies Oy | GUADALUPE CRUZ, AIXA AMYR | 2466 | §102§103 | Non-Final OA | 72d | Pending | Dec 22, 2022 |
| 18051867 | TRAINING A TEAM PREDICTION MODEL TO GENERATE VIRTUAL TEAMS | Microsoft Technology Licensing, LLC | LEWIS, MATTHEW LEE | 2144 | §101§103§112 | Final Rejection | 15d overdue | AI Ready | Nov 01, 2022 |
| 18047939 | INDICATION OF RESOURCE CONFLICT | Nokia Technologies Oy | LINDENBAUM, ALAN LOUIS | 2413 | §103 | Non-Final OA | 9d | AI Ready | Oct 19, 2022 |
| 17937767 | DETERMINATION OF AN OUTLIER SCORE USING EXTREME VALUE THEORY (EVT) | Microsoft Technology Licensing, LLC | OBISESAN, AUGUSTINE KUNLE | 2156 | §103 | Final Rejection | 9d overdue | Pending | Oct 03, 2022 |
| 17816467 | DATA TRANSMISSION MANAGEMENT FOR USER EQUIPMENT IN COMMUNICATION NETWORK | Nokia Technologies Oy | CAI, WAYNE HUU | 2644 | §103 | Non-Final OA | 54d | Pending | Aug 01, 2022 |
| 17739040 | METHODS AND SYSTEMS FOR PREDICTING CHARGEBACK BEHAVIORAL DATA OF ACCOUNT HOLDERS | Mastercard International Incorporated | FU, HAO | 3695 | §101 | Non-Final OA | — | Pending | May 06, 2022 |
| 17720212 | SYNTHETIC DATA GENERATION USING DEEP REINFORCEMENT LEARNING | Microsoft Technology Licensing, LLC | BOSTWICK, SIDNEY VINCENT | 2124 | §103 | Non-Final OA | — | Pending | Apr 13, 2022 |
| 17710863 | SYSTEMS AND METHODS FOR MACHINE LEARNING OPTIMIZATION | Mastercard International Incorporated | MARU, MATIYAS T | 2148 | §103§112 | Non-Final OA | — | Pending | Mar 31, 2022 |
| 17764891 | PROVIDING PRODUCER NODE MACHINE LEARNING BASED ASSISTANCE | Nokia Technologies Oy | TRAN, DANIEL DUC | 2147 | §103 | Non-Final OA | — | Pending | Mar 29, 2022 |
| 17579877 | ESTIMATING THE EFFECT OF AN ACTION USING A MACHINE LEARNING MODEL | Microsoft Technology Licensing, LLC | RAHMAN, IBRAHIM | 2122 | §101§112 | Non-Final OA | — | Pending | Jan 20, 2022 |
| 17322184 | DATA DRIFT MITIGATION IN MACHINE LEARNING FOR LARGE-SCALE SYSTEMS | Microsoft Technology Licensing, LLC | YI, HYUNGJUN B | 2146 | §102§103 | Non-Final OA | — | Pending | May 17, 2021 |
| 16175422 | MEMORY BANDWIDTH MANAGEMENT FOR DEEP LEARNING APPLICATIONS | Microsoft Technology Licensing, LLC | STANDKE, ADAM C | 2129 | §103 | Final Rejection | — | Pending | Oct 30, 2018 |
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