Prosecution Insights
Prosecution Insights
69 pending office actions • 12 clients • 66 examiners • 45 art units • 0 of 69 (0%) have an AI response strategy ready
Based on the USPTO statutory response window for each pending office action. 25 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. 25 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 | 1 (1%) |
| §101 + other | 15 (22%) |
| §103 only | 34 (49%) |
| §102 only | 3 (4%) |
| §112 only | 2 (3%) |
| Double-patenting + other | 1 (1%) |
| Multi-statute (no §101) | 13 (19%) |
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 |
|---|---|---|---|
| IP, JASON M | 2 | 54.9% | +25.1% |
| LE, PETER D | 2 | 80.2% | +16.4% |
| HAO, YI | 2 | 34.8% | +43.3% |
| LEROUX, ETIENNE PIERRE | 1 | 88.5% | +5.3% |
| LANGHALS, RENEE C | 1 | 58.4% | +43.5% |
| PHAN, TUANKHANH D | 1 | 79.1% | +12.9% |
| NGUYEN, CINDY | 1 | 78.3% | +9.1% |
| GURMU, MULUEMEBET | 1 | 80.1% | +17.7% |
| SU, SARAH | 1 | 80.2% | +18.0% |
| FEREJA, SAMUEL D | 1 | 75.1% | +11.5% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 4 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19015457 | TECHNIQUES FOR AVM COEFFICIENT ENCODING | LE, PETER D | 44d overdue |
| 19082076 | CONSISTENT AND DURABLE TRANSACTIONS IN A HIGH-PERFORMANCE DISTRIBUTED STORAGE SYSTEM | GURMU, MULUEMEBET | — |
| 19070092 | TECHNIQUES FOR ACCESSING AND INTERACTING WITH DATA USING DATA ABSTRACTION LAYERS IMPLEMENTED BY A DATA GATEWAY | SU, SARAH | — |
| 19015460 | TECHNIQUES FOR AVM COEFFICIENT ENCODING | LE, PETER 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 |
|---|---|---|---|
| 17192515 | MACHINE LEARNING TECHNIQUES FOR GENERATING ENJOYMENT SIGNALS FOR WEIGHTING TRAINING DATA | FACCENDA, GISEL GABRIELA | 45d overdue |
| 17687535 | COMPUTER-AIDED TECHNIQUES FOR AUTOMATICALLY GENERATING DESIGNS THAT REFLECT DESIGN INTENTS | HOANG, AMY P | 44d overdue |
| 18735423 | AIRFLOW REDIRECTION AIR-HANDLING UNIT | BANKS, KEONA LAUREN | 31d overdue |
| 18155941 | SYSTEMS AND METHODS FOR AUTHENTICATING ELECTRONIC TRANSACTIONS AT VIRTUAL REALITY DEVICES USING MOBILE APP PAYMENT ACCOUNT(S) | EKECHUKWU, CHINEDU U | 28d overdue |
| 18909120 | TFUS SYSTEM CONFIGURED WITH SIMPLIFIED PROBES | ROZANSKI, MICHAEL T | 5d |
| 18129186 | LUMINAIRE CHILLED BEAM | FAULKNER, RYAN L | 13d |
| 17098228 | GENERATING BUILDING DESIGNS WHILE COMPUTATIONALLY OPTIMIZING FOR WORK CONDITIONS | GIRI, PURSOTTAM | 14d |
| 18620764 | IDENTIFYING REPRESENTATIVE FRAMES IN VIDEO CONTENT | LI, RUIPING | 19d |
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 |
|---|---|---|---|
| 19015457 | TECHNIQUES FOR AVM COEFFICIENT ENCODING | LE, PETER D | 44d overdue |
| 19082057 | DISTRIBUTED STORAGE SYSTEM JOURNAL ON A SINGLE MEMORY PAGE | PHAN, TUANKHANH D | 35d overdue |
| 19058931 | TECHNIQUES FOR SCALING A RATE-DISTORTION MULTIPLIER WHEN PERFORMING TRELLIS CODED QUANTIZATION | FEREJA, SAMUEL D | 31d overdue |
| 19301600 | CRANIAL ACOUSTIC COUPLING APPARATUS AND METHODS | IP, JASON M | — |
| 19301591 | CRANIAL ACOUSTIC COUPLING APPARATUS AND METHODS | IP, JASON M | — |
| 19170935 | ADJUSTABLE PROBE FOR TRANSCRANIAL ULTRASOUND | LANGHALS, RENEE C | — |
| 19082076 | CONSISTENT AND DURABLE TRANSACTIONS IN A HIGH-PERFORMANCE DISTRIBUTED STORAGE SYSTEM | GURMU, MULUEMEBET | — |
| 19070092 | TECHNIQUES FOR ACCESSING AND INTERACTING WITH DATA USING DATA ABSTRACTION LAYERS IMPLEMENTED BY A DATA GATEWAY | SU, SARAH | — |
| Client (Assignee) | Pending OAs |
|---|---|
| Autodesk | 21 |
| NETFLIX, INC. | 20 |
| Sanmai Technologies, PBC | 6 |
| Nutanix | 6 |
| VIANAI SYSTEMS, INC. | 5 |
| Price Industries, Inc. | 4 |
| Essai, Inc. | 2 |
| R&D Circuits | 1 |
| Xaba | 1 |
| Advantest | 1 |
| Worldpay, LLC | 1 |
| STEM, INC. | 1 |
| Art Unit | Apps |
|---|---|
| 3797 | 4 |
| 2858 | 4 |
| 2421 | 3 |
| 2154 | 2 |
| 2488 | 2 |
| 2161 | 2 |
| 2187 | 2 |
| 2143 | 2 |
| 2186 | 2 |
| 2156 | 1 |
| App # | Title | Client | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|---|
| 19301600 | CRANIAL ACOUSTIC COUPLING APPARATUS AND METHODS | Sanmai Technologies, Pbc | IP, JASON M | §102§103 | Non-Final OA | — | Pending | Aug 15, 2025 | |
| 19301591 | CRANIAL ACOUSTIC COUPLING APPARATUS AND METHODS | Sanmai Technologies, Pbc | IP, JASON M | §103 | Non-Final OA | — | Pending | Aug 15, 2025 | |
| 19268101 | REAL-TIME INDEXING OF IN-MEMORY DATASETS BASED ON STRUCTURED QUERIES | Netflix, Inc. | LEROUX, ETIENNE PIERRE | §102§103 | Non-Final OA | — | Pending | Jul 14, 2025 | |
| 19170935 | ADJUSTABLE PROBE FOR TRANSCRANIAL ULTRASOUND | Sanmai Technologies, Pbc | LANGHALS, RENEE C | 3797 | §103 | Final Rejection | — | Pending | Apr 04, 2025 |
| 19082057 | DISTRIBUTED STORAGE SYSTEM JOURNAL ON A SINGLE MEMORY PAGE | Nutanix, Inc. | PHAN, TUANKHANH D | 2154 | §103 | Final Rejection | 35d overdue | Pending | Mar 17, 2025 |
| 19082109 | TECHNIQUES FOR STORING AND ACCESSING DATA USING AN INFORMATION MODEL | Autodesk, Inc. | NGUYEN, CINDY | 2156 | §102DP | Non-Final OA | — | Pending | Mar 17, 2025 |
| 19082076 | CONSISTENT AND DURABLE TRANSACTIONS IN A HIGH-PERFORMANCE DISTRIBUTED STORAGE SYSTEM | Nutanix, Inc. | GURMU, MULUEMEBET | 2163 | §103 | Final Rejection | — | Pending | Mar 17, 2025 |
| 19070092 | TECHNIQUES FOR ACCESSING AND INTERACTING WITH DATA USING DATA ABSTRACTION LAYERS IMPLEMENTED BY A DATA GATEWAY | Netflix, Inc. | SU, SARAH | §103 | Non-Final OA | — | Pending | Mar 04, 2025 | |
| 19058931 | TECHNIQUES FOR SCALING A RATE-DISTORTION MULTIPLIER WHEN PERFORMING TRELLIS CODED QUANTIZATION | Netflix, Inc. | FEREJA, SAMUEL D | 2487 | §103 | Final Rejection | 31d overdue | Pending | Feb 20, 2025 |
| 19033083 | AI-ENHANCED NON-IMAGING TUS SYSTEMS | Sanmai Technologies, Pbc | ROY, BAISAKHI | 3797 | §103§112 | Non-Final OA | — | Pending | Jan 21, 2025 |
| 19021012 | TECHNIQUES FOR PERSONALIZED RECOMMENDATION USING HIERARCHICAL MULTI-TASK LEARNING | Netflix, Inc. | SHANG, ANNAN Q | 2424 | §102§103§112 | Non-Final OA | — | Pending | Jan 14, 2025 |
| 19015460 | TECHNIQUES FOR AVM COEFFICIENT ENCODING | Netflix, Inc. | LE, PETER D | 2488 | §103 | Non-Final OA | — | Pending | Jan 09, 2025 |
| 19015457 | TECHNIQUES FOR AVM COEFFICIENT ENCODING | Netflix, Inc. | LE, PETER D | 2488 | §103 | Final Rejection | 44d overdue | Pending | Jan 09, 2025 |
| 19005915 | NEURAL STYLE TRANSFER IN THREE-DIMENSIONAL SHAPES | Autodesk, Inc. | PATEL, SHIVANG I | §103 | Non-Final OA | — | Pending | Dec 30, 2024 | |
| 18958656 | SYSTEM AND METHOD FOR DETECTING DEFECTIVE BACK-DRILLS IN PRINTED CIRCUIT BOARDS | R&D Circuits | NGUYEN, VINH P | 2858 | §112 | Non-Final OA | — | Pending | Nov 25, 2024 |
| 18916487 | TECHNIQUES FOR MOTION EDITING FOR CHARACTER ANIMATIONS | Autodesk, Inc. | IMPERIAL, JED-JUSTIN | 2616 | §103 | Non-Final OA | — | Pending | Oct 15, 2024 |
| 18909120 | TFUS SYSTEM CONFIGURED WITH SIMPLIFIED PROBES | Sanmai Technologies, Pbc | ROZANSKI, MICHAEL T | 3797 | §102§103§112 | Final Rejection | 5d | Pending | Oct 08, 2024 |
| 18883586 | DATABASE CACHING BASED ON QUERY WORKLOAD | Nutanix, Inc. | ROSTAMI, MOHAMMAD S | 2154 | §101§103 | Non-Final OA | — | Pending | Sep 12, 2024 |
| 18829009 | TECHNIQUES FOR OPTIMIZED STORAGE UTILIZATION IN LIVE ORIGIN SERVERS | Netflix, Inc. | GIROUARD, JANICE MARIE | 2138 | §112 | Non-Final OA | — | Pending | Sep 09, 2024 |
| 18824687 | TECHNIQUES FOR ADAPTIVE MULTI-LEVEL RECOMMENDATION USING HIERARCHICAL MIXTURE-OF-EXPERTS FRAMEWORK | Netflix, Inc. | WEHOVZ, OSCAR | 2161 | §103 | Non-Final OA | 5d overdue | Pending | Sep 04, 2024 |
| 18798408 | CONTEXT-ENRICHED PROMPT GENERATION FOR DOMAIN EXPLORATION | Autodesk, Inc. | ALBERTALLI, BRIAN LOUIS | 2656 | §103 | Final Rejection | 8d | Pending | Aug 08, 2024 |
| 18786362 | TECHNIQUES FOR GENERATING VIDEO TRACKS BASED ON USER PREFERENCES | Netflix, Inc. | MARANDI, JAMES R | 2421 | §103Other | Non-Final OA | 83d | Pending | Jul 26, 2024 |
| 18784690 | USER FEEDBACK MECHANISM FOR SOFTWARE APPLICATIONS | Autodesk, Inc. | YU, XINYUAN | 2114 | §102 | Final Rejection | — | Pending | Jul 25, 2024 |
| 18782472 | APPARATUS COMPATIBLE WITH PHYSIOLOGICAL MEASUREMENT SYSTEMS AND ULTRASOUND BEAM GUIDANCE CONFIGURED WITH ULTRASOUND AND EEG POSTS | Sanmai Technologies, Pbc | NGUYEN, HIEN NGOC | 3797 | §103 | Non-Final OA | — | Pending | Jul 24, 2024 |
| 18777157 | TECHNIQUES FOR IMPROVING QUALITY OF EXPERIENCE WHEN STREAMING LIVE EVENTS | Netflix, Inc. | DUBASKY, GIGI L | 2421 | §102§103 | Non-Final OA | — | Pending | Jul 18, 2024 |
| 18765837 | INTER-CLUSTER COMMUNICATION | Nutanix, Inc. | NOWLIN, ERIC | §102§103§112 | Non-Final OA | — | Pending | Jul 08, 2024 | |
| 18765122 | MULTI-USER PROMPTS FOR GENERATIVE ARTIFICIAL INTELLIGENCE SYSTEMS | Autodesk, Inc. | WU, MING HAN | 2618 | §103 | Non-Final OA | 28d | Pending | Jul 05, 2024 |
| 18752646 | TECHNIQUES FOR FABRICATING COMPOSITE REBARS AND BEAMS | Xaba Inc. | MALEKZADEH, SEYED MASOUD | 1754 | §102§103§112 | Final Rejection | — | Pending | Jun 24, 2024 |
| 18748876 | HYBRID SHIELDING SOCKETS WITH IMPEDANCE TUNING FOR INTEGRATED CIRCUIT DEVICE TEST TOOLING | Essai, Inc. | PATEL, PARESH H | 2858 | §103 | Non-Final OA | — | Pending | Jun 20, 2024 |
| 18735423 | AIRFLOW REDIRECTION AIR-HANDLING UNIT | Price Industries, Inc., | BANKS, KEONA LAUREN | 3763 | §102§103§112 | Final Rejection | 31d overdue | Pending | Jun 06, 2024 |
| 18735969 | SYSTEMS AND METHODS FOR ESTABLISHING A MESH NETWORK AMONG CEC-ENABLED SOURCE DEVICES AND CEC-ENABLED SINK DEVICES | Netflix, Inc. | PHUNG, LUAT | 2468 | §103 | Non-Final OA | — | Pending | Jun 06, 2024 |
| 18649857 | TECHNIQUES FOR SIMULATING A LIVE EDGE IN A LIVE FIELD TEST | Netflix, Inc. | SALCE, JASON P | 2421 | §103 | Non-Final OA | 56d | Pending | Apr 29, 2024 |
| 18641796 | VERSATILE INTERPOSER WITH DIAGONAL VIAS FOR TESTING OF INTEGRATED CIRCUIT DEVICES | Essai, Inc. | MURSHED, OSAMAH | 2858 | §103 | Non-Final OA | — | Pending | Apr 22, 2024 |
| 18638551 | TECHNIQUES FOR AUTOMATED PROGRAMMING OF ROBOT TASKS USING LANGUAGE MODELS | Autodesk, Inc. | EL SAYAH, MOHAMAD O | 3658 | §103 | Non-Final OA | — | Pending | Apr 17, 2024 |
| 18625894 | TECHNIQUES FOR GENERATING MATTES FOR IMAGES | Netflix, Inc. | WELCH, DAVID T | 2613 | §103 | Final Rejection | 30d | Pending | Apr 03, 2024 |
| 18621619 | TECHNIQUES FOR GENERATING AND CORRECTING DATABASE QUERIES USING LANGUAGE MODELS | VIANAI SYSTEMS, INC. | SHARPLESS, SAMUEL | 2165 | §102 | Final Rejection | 39d | Pending | Mar 29, 2024 |
| 18621593 | TECHNIQUES FOR GENERATING AND CORRECTING LANGUAGE MODEL OUTPUTS | VIANAI SYSTEMS, INC. | BYCER, ERIC J | §101§103 | Non-Final OA | — | Pending | Mar 29, 2024 | |
| 18622815 | SYSTEMS AND METHODS FOR DISPLAYING PERSONALIZED STREAMING PLATFORM EVENT CONTENT IN NEAR REAL-TIME AT SCALE | Netflix, Inc. | TELAN, MICHAEL R | 2426 | §103 | Final Rejection | — | Pending | Mar 29, 2024 |
| 18620764 | IDENTIFYING REPRESENTATIVE FRAMES IN VIDEO CONTENT | Netflix, Inc. | LI, RUIPING | 2676 | §102§103 | Final Rejection | 19d | Pending | Mar 28, 2024 |
| 18617162 | MACHINE LEARNING TECHNIQUES FOR VIDEO DOWNSAMPLING | Netflix, Inc. | LEMIEUX, IAN L | 2669 | §102 | Final Rejection | 11d overdue | Pending | Mar 26, 2024 |
| 18391494 | TECHNIQUES FOR SAMPLING AND REMIXING IN IMMERSIVE ENVIRONMENTS | Autodesk, Inc. | MEROUAN, ABDERRAHIM | 2683 | §103 | Non-Final OA | 60d | Pending | Dec 20, 2023 |
| 18530139 | MAINTAINING READ-AFTER-WRITE CONSISTENCY BETWEEN DATASET SNAPSHOTS ACROSS A DISTRIBUTED ARCHITECTURE | Netflix, Inc. | SYED, FARHAN M | 2161 | §103 | Final Rejection | — | Pending | Dec 05, 2023 |
| 18529635 | TECHNIQUES FOR ACCELERATING MACHINE LEARNING MODELS | VIANAI SYSTEMS, INC. | WU, NICHOLAS S | §101§102§103 | Non-Final OA | — | Pending | Dec 05, 2023 | |
| 18465794 | HYBRID TASK EXECUTION FRAMEWORK FOR SEAMLESS TASK EXECUTION WITHIN CLOUD-NATIVE PIPELINES | Netflix, Inc. | SUN, ANDREW NMN | 2195 | §103 | Non-Final OA | 68d | Pending | Sep 12, 2023 |
| 18446339 | TECHNIQUES FOR USING MULTIMODAL MACHINE LEARNING MODELS TO GENERATE DESIGN ALTERNATIVES FOR THREE-DIMENSIONAL OBJECTS | Autodesk, Inc. | FLYNN, ABBY J | §101§103 | Non-Final OA | — | Pending | Aug 08, 2023 | |
| 18335703 | MITIGATING AN INFLUENCE OF A MISMATCH LOSS IN A MEASUREMENT SETUP | Advantest Corporation | SULTANA, DILARA | 2858 | §102§103 | Non-Final OA | — | Pending | Jun 15, 2023 |
| 18203157 | SOUND-REDUCING AIR PURIFICATION UNIT | Price Industries, Inc. | TURNER, SONJI | 1776 | §103 | Final Rejection | — | Pending | May 30, 2023 |
| 18301888 | DIVERSITY-BASED OPTIMIZATION OF GENERATIVE GEOMETRY SYSTEMS | Autodesk, Inc. | CHAVEZ, ANTHONY RAY | §101§103 | Non-Final OA | — | Pending | Apr 17, 2023 | |
| 18129186 | LUMINAIRE CHILLED BEAM | Price Industries, Inc. | FAULKNER, RYAN L | 3762 | §102§103 | Non-Final OA | 13d | Pending | Mar 31, 2023 |
| 18173696 | DYNAMIC NORMALIZATION AND DENORMALIZATION OF METADATA | Nutanix, Inc. | PARIKH, KALPIT | 2137 | §103 | Final Rejection | — | Pending | Feb 23, 2023 |
| 18155941 | SYSTEMS AND METHODS FOR AUTHENTICATING ELECTRONIC TRANSACTIONS AT VIRTUAL REALITY DEVICES USING MOBILE APP PAYMENT ACCOUNT(S) | Worldpay, LLC | EKECHUKWU, CHINEDU U | 3695 | §101§103 | Non-Final OA | 28d overdue | Pending | Jan 18, 2023 |
| 18150129 | CONTRASTIVE MULTI-FORMAT SHAPE SIMILARITY AND SEARCH | Autodesk, Inc. | MAHMOOD, REZWANUL | 2159 | §101§103 | Non-Final OA | 30d | Pending | Jan 04, 2023 |
| 18150135 | TRAINING MACHINE LEARNING MODELS FOR CONTRASTIVE MULTI-FORMAT SHAPE SIMILARITY AND SEARCH | Autodesk, Inc. | JIANG, HAIMEI | 2142 | §101Other | Final Rejection | — | Pending | Jan 04, 2023 |
| 18060330 | PLATFORM AND ARCHITECTURE FOR DISTRIBUTING CONTENT INFORMATION | Netflix, Inc. | NGUYEN, CHAU T | 2145 | §103 | Final Rejection | 17d overdue | Pending | Nov 30, 2022 |
| 17965715 | TECHNIQUES FOR TRIAL-AND-ERROR LEARNING IN COMPLEX APPLICATION ENVIRONMENTS | Autodesk, Inc. | WOOD, WILLIAM C | 2193 | §103 | Non-Final OA | — | Pending | Oct 13, 2022 |
| 17894978 | AUTOMATED DESIGN OF ARCHITECTURAL STRUCTURES FOR FABRICATION WITH STANDARD COMPONENTS | Autodesk, Inc. | DARWISH, AMIR ELSAYED | 2199 | §101§103 | Non-Final OA | — | Pending | Aug 24, 2022 |
| 17858867 | DATA-DRIVEN EVALUATION OF TRAINING ACTION SPACE FOR REINFORCEMENT LEARNING | Nutanix, Inc. | MAUNI, HUMAIRA ZAHIN | 2141 | §103 | Non-Final OA | — | Pending | Jul 06, 2022 |
| 17846256 | DIFFUSER AIR PURIFICATION UNIT | Price Industries, Inc. | LEE, AHAM NMN | 1758 | §103 | Non-Final OA | — | Pending | Jun 22, 2022 |
| 17831177 | PERFORMING INFERENCE USING SIMPLIFIED REPRESENTATIONS OF CONVOLUTIONAL NEURAL NETWORKS | VIANAI SYSTEMS, INC. | GEBRESLASSIE, WINTA | 2677 | §103 | Non-Final OA | 9d | Pending | Jun 02, 2022 |
| 17730109 | MACHINE LEARNING MODELS FOR POWER OUTPUT PREDICTION | Stem, Inc. | WORJLOH, JALATEE | 3697 | §101§103 | Final Rejection | — | Pending | Apr 26, 2022 |
| 17718185 | GENERATING COLLABORATIVE DESIGNS FROM MULTIPLE CONTRIBUTORS | Autodesk, Inc. | HAO, YI | 2187 | §101§103§112DP | Non-Final OA | — | Pending | Apr 11, 2022 |
| 17696340 | MULTI-USER COLLABORATION SYSTEM FOR GENERATIVE DESIGNS | Autodesk, Inc. | HAO, YI | 2187 | §101§103§112Other | Non-Final OA | — | Pending | Mar 16, 2022 |
| 17687535 | COMPUTER-AIDED TECHNIQUES FOR AUTOMATICALLY GENERATING DESIGNS THAT REFLECT DESIGN INTENTS | Autodesk, Inc. | HOANG, AMY P | 2143 | §101§103 | Non-Final OA | 44d overdue | Pending | Mar 04, 2022 |
| 17523749 | TECHNIQUES FOR GENERATING VISUALIZATIONS OF GEOMETRIC STYLE GRADIENTS | Autodesk, Inc. | DRAPEAU, SIMEON PAUL | 2188 | §101§103 | Non-Final OA | — | Pending | Nov 10, 2021 |
| 17517505 | DYNAMIC VARIABLE QUANTIZATION OF MACHINE LEARNING PARAMETERS | VIANAI SYSTEMS, INC. | XIA, XUYANG | 2143 | §101§103§112 | Non-Final OA | 70d | Pending | Nov 02, 2021 |
| 17465735 | TECHNIQUES FOR ROBOT CONTROL BASED ON GENERATED ROBOT SIMULATIONS | Autodesk, Inc. | TRAN, SARAH ASHLEY | 3656 | §103 | Non-Final OA | — | Pending | Sep 02, 2021 |
| 17344710 | GENERATIVE DESIGN TECHNIQUES FOR SOFT ROBOT MANIPULATORS | Autodesk, Inc. | DEBNATH, NUPUR | 2186 | §103 | Final Rejection | — | Pending | Jun 10, 2021 |
| 17192515 | MACHINE LEARNING TECHNIQUES FOR GENERATING ENJOYMENT SIGNALS FOR WEIGHTING TRAINING DATA | Netflix, Inc. | FACCENDA, GISEL GABRIELA | 2127 | §103§112 | Non-Final OA | 45d overdue | Pending | Mar 04, 2021 |
| 17098228 | GENERATING BUILDING DESIGNS WHILE COMPUTATIONALLY OPTIMIZING FOR WORK CONDITIONS | Autodesk, Inc. | GIRI, PURSOTTAM | 2186 | §101§103 | Non-Final OA | 14d | Pending | Nov 13, 2020 |
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