Prosecution Insights
Prosecution Insights
184 pending office actions • 75 art units • 157 examiners • 0 of 184 (0%) have an AI response strategy ready • 442 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 50 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. 50 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 | 11 (6%) |
| §101 + other | 42 (23%) |
| §103 only | 83 (45%) |
| §102 only | 8 (4%) |
| §112 only | 1 (1%) |
| Double-patenting only | 3 (2%) |
| Double-patenting + other | 2 (1%) |
| Multi-statute (no §101) | 33 (18%) |
| No statute on record | 1 (1%) |
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 |
|---|---|---|---|
| BARHAM, RYAN ALLEN | 5 | 56.3% | +53.8% |
| AHN, CHRISTINE YERA | 5 | 70.0% | +40.0% |
| BROWN, SHEREE N | 3 | 65.1% | +26.7% |
| WU, MING HAN | 2 | 76.5% | +23.7% |
| GOCO, JOHN PATRICK | 2 | 0.0% | +0.0% |
| SHIN, ANDREW | 2 | 75.8% | +16.4% |
| HAKALA, ALAN GREGORY | 2 | — | — |
| FOSTER, THOMAS JOHN | 2 | 88.0% | +16.7% |
| REPSHER III, JOHN T | 2 | 58.2% | +47.4% |
| THOMAS, SOUMYA | 2 | 75.0% | +33.3% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 2 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18949023 | IMAGE RELIGHTING USING MACHINE LEARNING | FOSTER, THOMAS JOHN | — |
| 18659329 | GENERATING VISUAL DEPICTIONS OF CORRELATIONS BETWEEN IMAGE LAYER MASKS WITH SUGGESTIVE BOUNDARIES | FOSTER, THOMAS JOHN | — |
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 |
|---|---|---|---|
| 18328286 | CONSTRUCTING DIGITAL DESIGN GRAPHS FOR GENERATING STRUCTURAL REPRESENTATIONS OF DIGITAL DESIGN DOCUMENTS | MERCADO, GABRIEL S | 56d overdue |
| 18123673 | ANOMALOUS DATA IDENTIFICATION FOR TABULAR DATA | PHAM, JESSICA THUY | 56d overdue |
| 18197836 | DETECTING AND MANAGING CONFLICTS FOR MULTIPLE EXPERIMENTS | KANG, INSUN | 43d overdue |
| 18662025 | TECHNIQUES TO PREDICT INTERACTIONS UTILIZING HIDDEN MARKOV MODELS | HENRY, MATTHEW D | 42d overdue |
| 18609625 | CLUSTERING USERS ACCORDING TO CAUSAL RELATIONSHIPS AMONG USER DATA | GOLDBERG, IVAN R | 38d overdue |
| 17684680 | RUNTIME-SPECIFIC PARTITIONING OF MACHINE LEARNING MODELS | LIN, HSING CHUN | 37d overdue |
| 18104946 | CLASSIFYING INCORPORATION METRICS | CHIUSANO, ANDREW TSUTOMU | 31d overdue |
| 18527933 | DIRECTIONAL FLOW AXIS OBJECT CONTROL | HAJNIK, DANIEL F | 26d 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 |
|---|---|---|---|
| 18167690 | GENERATING COMPOSITE IMAGES USING USER INTERFACE FEATURES FOR AUTO-COMPOSITING AND COMPOSITE-AWARE SEARCH | AHN, CHRISTINE YERA | 10d overdue |
| 18332163 | MULTI-ATTRIBUTE FACE EDITING | BARHAM, RYAN ALLEN | 8d overdue |
| 18205279 | MARKING-BASED PORTRAIT RELIGHTING | AHN, CHRISTINE YERA | 8d overdue |
| 18592313 | APPLYING AND BLENDING NEW TEXTURES TO SURFACES ACROSS FRAMES OF A VIDEO SEQUENCE | BARHAM, RYAN ALLEN | 14d |
| 17841569 | ADAPTIVE OBJECT SNAPPING FOR PERSPECTIVE IMAGES | BARHAM, RYAN ALLEN | 22d |
| 18312246 | ABSTRACT BACKGROUND GENERATION | AHN, CHRISTINE YERA | 34d |
| 18479439 | SURROGATE CURVATURES FOR ASSISTED VECTOR DESIGNS | AHN, CHRISTINE YERA | 75d |
| 19035524 | MODIFYING VECTOR ART VIA LIVE COLOR REDUCTION USING COLOR CLUSTERING AND PATH DOMINANCE | BARHAM, RYAN ALLEN | — |
| Art Unit | Apps |
|---|---|
| 2613 | 9 |
| 2615 | 8 |
| 2617 | 7 |
| 2612 | 7 |
| 2614 | 7 |
| 3621 | 6 |
| 2159 | 5 |
| 2171 | 5 |
| 2669 | 4 |
| 2611 | 4 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19255350 | REMOVING OBJECTS AT IMAGE CAPTURE TIME | SPINKS, ANTOINETTE T | 2637 | DP | Non-Final OA | — | Pending | Jun 30, 2025 |
| 19226722 | COLLABORATIVE EDITING OF VECTOR GRAPHICS | DHARIA, PRABODH M | — | DP | Non-Final OA | — | Pending | Jun 03, 2025 |
| 19205479 | MANAGING DIGITAL ASSETS STORED AS COMPONENTS AND PACKAGED FILES | MINCEY, JERMAINE A | 2159 | §101§102§103 | Final Rejection | — | Pending | May 12, 2025 |
| 19073426 | GENERATING A MODIFIED DIGITAL IMAGE UTILIZING A HUMAN INPAINTING MODEL | SHANKAR, VIJAY | — | DP | Non-Final OA | — | Pending | Mar 07, 2025 |
| 19035524 | MODIFYING VECTOR ART VIA LIVE COLOR REDUCTION USING COLOR CLUSTERING AND PATH DOMINANCE | BARHAM, RYAN ALLEN | 2613 | §103 | Non-Final OA | — | Pending | Jan 23, 2025 |
| 19012593 | DETECTING GENERATED IMAGES PROMPTED WITH ARTIST NAMES | GALERA, PATRICK PAUL CONTRER | 2617 | §103 | Non-Final OA | — | Pending | Jan 07, 2025 |
| 19009797 | ORGANIZING A GRAPHIC DESIGN DOCUMENT USING SEMANTIC LAYERS | DEMETER, HILINA K | — | §103 | Non-Final OA | — | Pending | Jan 03, 2025 |
| 19004073 | AUTOMATIC ANIMATION OF VISUAL CONTENT | THOMPSON, JAMES A | 2615 | §103 | Non-Final OA | — | Pending | Dec 27, 2024 |
| 18990216 | FRAME INTERPOLATION FOR MOTION GRAPHICS | BROWN, SHEREE N | 2612 | §102 | Non-Final OA | — | Pending | Dec 20, 2024 |
| 18978642 | GENERATING IMAGE EDITING PRESETS BASED ON EDITING INTENT EXTRACTED FROM A DIGITAL QUERY | WU, MING HAN | — | §103Other | Non-Final OA | — | Pending | Dec 12, 2024 |
| 18958842 | STYLE KITS GENERATION AND CUSTOMIZATION | GOCO, JOHN PATRICK | — | §103 | Non-Final OA | — | Pending | Nov 25, 2024 |
| 18958104 | ADAPTIVE CLASSIFIER FREE GUIDANCE FOR DIFFUSION MODEL IMAGE GENERATION | BROWN, SHEREE N | 2612 | §102§103 | Non-Final OA | — | Pending | Nov 25, 2024 |
| 18958493 | SELF-IMPROVING DIFFUSION MODELS WITH SYNTHETIC DATA | HARRISON, CHANTE E | 2615 | §102§103§112 | Non-Final OA | — | Pending | Nov 25, 2024 |
| 18957817 | MASKED LATENT DECODER FOR IMAGE INPAINTING | BARHAM, RYAN ALLEN | — | §102§103 | Non-Final OA | — | Pending | Nov 24, 2024 |
| 18957772 | SUBJECT DRIVEN IMAGE EDITING | GE, JIN | 2619 | §103 | Non-Final OA | — | Pending | Nov 24, 2024 |
| 18956138 | JOINT INTRINSIC LAYERS FROM LATENT DIFFUSION MODELS | WU, YANNA | 2615 | §103 | Non-Final OA | — | Pending | Nov 22, 2024 |
| 18957269 | HYBRID NEURALLY AND IMAGE BASED RENDERING FOR LARGE SCENE NOVEL VIEW SYNTHESIS | SHIN, ANDREW | 2612 | §102§103 | Non-Final OA | — | Pending | Nov 22, 2024 |
| 18956284 | PROXY-GUIDED IMAGE EDITING | HAKALA, ALAN GREGORY | — | §102§103 | Non-Final OA | — | Pending | Nov 22, 2024 |
| 18955250 | FACILITATING AUTOMATED CAMPAIGN GENERATION VIA A CAMPAIGN ORCHESTRATOR | STROUD, CHRISTOPHER | 3621 | §101§102§103 | Non-Final OA | — | Pending | Nov 21, 2024 |
| 18955806 | CONTROLLABLE IMAGE SYNTHESIS FOR TRANSFORMER-BASED IMAGE GENERATION MODELS | WELCH, DAVID T | 2613 | §102§103 | Non-Final OA | — | Pending | Nov 21, 2024 |
| 18950718 | ATTENTION CONTRAST-AND-COMPLETE FOR INITIAL NOISE OPTIMIZATION IN TEXT-TO-IMAGE SYNTHESIS | BROWN, SHEREE N | 2612 | §103 | Non-Final OA | — | Pending | Nov 18, 2024 |
| 18948839 | TRANSFERRING STYLES TO DIGITAL IMAGES IN AN OBJECT-AWARE MANNER | GRAY, RYAN M | — | §103 | Non-Final OA | — | Pending | Nov 15, 2024 |
| 18949023 | IMAGE RELIGHTING USING MACHINE LEARNING | FOSTER, THOMAS JOHN | — | §103 | Non-Final OA | — | Pending | Nov 15, 2024 |
| 18947959 | REFERENCE IMAGE STRUCTURE MATCH USING DIFFUSION MODELS | HAKALA, ALAN GREGORY | — | §102§103 | Non-Final OA | — | Pending | Nov 14, 2024 |
| 18948039 | ONE-STEP INFERENCE FOR PRIOR MODEL IN TEXT-TO-IMAGE SYNTHESIS | ROBINSON, TERRELL M | 2614 | §102§103 | Non-Final OA | — | Pending | Nov 14, 2024 |
| 18946080 | AUGMENTING FUNCTIONALITY OF GENERATIVE LANGUAGE MODELS USING A HYBRID ATTENTION METHOD | SIRJANI, FARIBA | 2659 | §102 | Non-Final OA | — | Pending | Nov 13, 2024 |
| 18941579 | GENERATING MULTIPLE SEGMENTATION MASKS IN A SINGLE MODEL WITH MULTI-TASK QUERY DECODERS | LEMIEUX, IAN L | 2669 | §103§112 | Non-Final OA | — | Pending | Nov 08, 2024 |
| 18942192 | EFFICIENT VISUAL ENCODING USING LIGHTWEIGHT VISUAL ENCODERS | ADEDIRAN, ABDUL -SAMAD A | 2621 | §112 | Non-Final OA | — | Pending | Nov 08, 2024 |
| 18940029 | UTILIZING A MULTI-ENCODER MULTIMODAL LANGUAGE MODEL ARCHITECTURE TO ENHANCE READING ABILITY IN GENERATING QUERY RESPONSES FROM TEXTUAL CONTENT IN DIGITAL IMAGES | HOANG, HAN DINH | 2661 | §103 | Non-Final OA | — | Pending | Nov 07, 2024 |
| 18934992 | TRAINING AND UTILIZING LARGE LANGUAGE MODELS TO GENERATE GROUPS OF SEGMENTATION MASKS FOR DIGITAL IMAGES FROM VISION OR LANGUAGE INPUT FEATURES | PIERORAZIO, MICHAEL | 2426 | §103 | Non-Final OA | — | Pending | Nov 01, 2024 |
| 18923251 | TABLE CELL DETECTION FOR TABLE STRUCTURE RECOGNITION | TARKO, ASMAMAW G | 2482 | §102§103 | Non-Final OA | — | Pending | Oct 22, 2024 |
| 18917422 | BLENDING DIGITAL ASSETS WITH PLANAR SURFACES USING IMAGE SEGMENTATION AND CORNER DETECTION | MINKO, DENIS VASILIY | 2612 | §103 | Non-Final OA | — | Pending | Oct 16, 2024 |
| 18916070 | GENERATING BLENDED TEXT OBJECTS THAT PRESERVE VISUAL TEXT OBJECT CHARACTERISTICS | VU, KIEU D | 2171 | §103 | Non-Final OA | — | Pending | Oct 15, 2024 |
| 18916334 | GENERATIVE AUDIO EXTENSION | PENDLETON, BRIAN T | 2425 | §103 | Non-Final OA | — | Pending | Oct 15, 2024 |
| 18916349 | GENERATING VECTORIAL PATTERNS WITH SPARSITY CONTROL | SHIN, ANDREW | 2612 | §103 | Non-Final OA | — | Pending | Oct 15, 2024 |
| 18915622 | GENERATIVE EXPAND IN IMAGE EDITING APPLICATIONS | REPSHER III, JOHN T | — | §102§103 | Non-Final OA | — | Pending | Oct 15, 2024 |
| 18910902 | ALTERNATIVE AND ASYNCHRONOUS DIGITAL CONTENT GENERATION USING MACHINE LEARNING | LELAND III, EDWIN S | 2654 | §101 | Non-Final OA | — | Pending | Oct 09, 2024 |
| 18909530 | Method for Storing Advertising Data using probabilistic/approximate data structures | LEMMA, SAMSON B | 2498 | §103 | Non-Final OA | — | Pending | Oct 08, 2024 |
| 18908531 | MACHINE LEARNING MODELS FOR EXPOSURE DEFECT CLASSIFICATION IN IMAGES | ISMAIL, OMAR S | — | §103 | Non-Final OA | — | Pending | Oct 07, 2024 |
| 18908075 | CONTROLLING COMPOSITION AND STRUCTURE IN GENERATED IMAGES | LI, JAI WEI TOMMY | 2613 | §103 | Non-Final OA | — | Pending | Oct 07, 2024 |
| 18906870 | MODIFYING DIGITAL IMAGES FROM TEXT VIA MULTI-REGION LOCALIZED STYLE TRANSFER | JANSEN II, MICHAEL J | 2626 | §102§103 | Final Rejection | — | Pending | Oct 04, 2024 |
| 18903151 | STYLE-BASED IMAGE GENERATION | LE, SARAH | 2614 | §103§112 | Non-Final OA | — | Pending | Oct 01, 2024 |
| 18900777 | GENERATING TEXTURED VIEWS FOR A THREE-DIMENSIONAL REPRESENTATION | WU, MING HAN | 2618 | §103 | Final Rejection | — | Pending | Sep 29, 2024 |
| 18900062 | CYCLIC GUIDANCE FOR MASK-BASED VIDEO MATTING | WINDSOR, COURTNEY J | 2661 | §102 | Non-Final OA | — | Pending | Sep 27, 2024 |
| 18900232 | VIDEO TIMELINE ASSEMBLY BASED ON TEXT INSTRUCTIONS USING MACHINE LEARNING | MAHROUKA, WASSIM | 2665 | §102 | Non-Final OA | — | Pending | Sep 27, 2024 |
| 18900362 | CROPPING FOR EFFICIENT THREE-DIMENSIONAL DIGITAL RENDERING | CHEN, FRANK S | 2611 | §103 | Final Rejection | — | Pending | Sep 27, 2024 |
| 18897254 | GENERATING SEGMENTATIONS OF SEMANTICALLY RELEVANT OBJECTS FROM VECTOR IMAGES USING VECTOR HIERARCHY SEARCHING | GARCIA, PAULO ANDRES | 2669 | §101§103 | Non-Final OA | — | Pending | Sep 26, 2024 |
| 18894443 | VIDEO GENERATION USING FRAME-WISE TOKEN EMBEDDINGS | DANG, PHILIP | 2424 | §103 | Non-Final OA | — | Pending | Sep 24, 2024 |
| 18895077 | GENERATING LAYER-AWARE AND OBJECT-AWARE ANNOTATIONS | CALDERON SANTIAGO, ALVARO RAFAEL | 2171 | §102§103 | Non-Final OA | — | Pending | Sep 24, 2024 |
| 18893571 | AUTOMATIC IMAGE CROPPING USING GENERATIVE ARTIFICIAL INTELLIGENCE | THOMAS, SOUMYA | 2664 | §101§103§112 | Non-Final OA | — | Pending | Sep 23, 2024 |
| 18893422 | CONTINUALLY EVALUATING AND MODIFYING ARTIFICIAL INTELLIGENCE ASSISTANT | KY, KEVIN | 2671 | §101§103 | Final Rejection | — | Pending | Sep 23, 2024 |
| 18890216 | CROSS-CHANNEL EVENT STITCHING USING IDENTITY GRAPHS | ANDERSEN, KRISTOPHER E | 2159 | §103DP | Final Rejection | — | Pending | Sep 19, 2024 |
| 18890155 | TEXT STYLE TRANSFER ON TRANSLATED CONTENT USING NEURAL NETWORKS | PHANTANA ANGKOOL, DAVID | 2172 | §101§103 | Non-Final OA | — | Pending | Sep 19, 2024 |
| 18890428 | Graphics Processing Unit Instancing Control | CHIN, MICHELLE | 2614 | §103Other | Final Rejection | — | Pending | Sep 19, 2024 |
| 18887787 | DENOISING DIGITAL IMAGES WITH NATURAL NOISE UTILIZING A DOMAIN GAP GENERATIVE ADVERSARIAL NEURAL NETWORK | ROSARIO, DENNIS | 2676 | §101§102§103§112 | Non-Final OA | — | Pending | Sep 17, 2024 |
| 18825654 | MODIFYING DIGITAL IMAGES VIA PERSPECTIVE-AWARE TEXT EDITING | HESS, MICHAEL J | 2481 | §103§112 | Final Rejection | — | Pending | Sep 05, 2024 |
| 18822367 | DIGITAL CONTENT LAYOUT ENCODING FOR SEARCH | SABAH, HARIS | 2682 | §101Other | Final Rejection | — | Pending | Sep 02, 2024 |
| 18817915 | SELF ATTENTION REFERENCE FOR IMPROVED DIFFUSION PERSONALIZATION | WANG, YUEHAN | 2617 | §103 | Final Rejection | 16d overdue | Pending | Aug 28, 2024 |
| 18816693 | VIDEO DIFFUSION USING SUPERPOSITION NETWORK ARCHITECTURE SEARCH | SZE, BRIANA | 2614 | §103 | Non-Final OA | — | Pending | Aug 27, 2024 |
| 18815061 | CONTENT-ADAPTIVE TUTORIALS FOR GRAPHICS EDITING TOOLS IN A GRAPHICS EDITING SYSTEM | BARNES JR, CARL E | — | §103§112Other | Non-Final OA | — | Pending | Aug 26, 2024 |
| 18809147 | GENERATING TARGETED LAYOUTS FROM SOURCE DOCUMENTS UTILIZING LARGE LANGUAGE MODELS WITH SEMANTIC HIERARCHICAL TRANSFORMATIONS | FABER, DAVID | 2172 | §101§103§112 | Non-Final OA | — | Pending | Aug 19, 2024 |
| 18804426 | SEMANTIC TEXT ZOOM | FABER, DAVID | 2172 | §101§102§103 | Non-Final OA | — | Pending | Aug 14, 2024 |
| 18785914 | SCORE BASED FINE-GRAINED CONTROL OF CONCEPT GENERATION | GOCO, JOHN PATRICK | 2611 | §103 | Final Rejection | 5d overdue | Pending | Jul 26, 2024 |
| 18780749 | MODEL INTEGRATION FOR CONTENT CAMPAIGN ATTRIBUTION | BEKERMAN, MICHAEL | 3621 | §101§103 | Final Rejection | — | Pending | Jul 23, 2024 |
| 18779576 | CODE GENERATION FROM A DIGITAL IMAGE | HOPE, DARRIN | 2178 | §101§102 | Non-Final OA | — | Pending | Jul 22, 2024 |
| 18777186 | TEXT RENDERING FOR IMAGE GENERATION MODELS | CHOW, JEFFREY J | 2618 | §103 | Non-Final OA | — | Pending | Jul 18, 2024 |
| 18776953 | TRANSFORMING DIGITAL FRAMES USING RELATIONSHIPS BETWEEN THE DIGITAL FRAMES | LE, JOHNNY TRAN | 2614 | §102§103 | Final Rejection | 2d overdue | Pending | Jul 18, 2024 |
| 18777231 | CONTEXT AWARE AUDIO DATA AQUISITION | DEBROW, JAMES J | 2174 | §102§103 | Non-Final OA | — | Pending | Jul 18, 2024 |
| 18774141 | CUSTOMIZING HAND DRAWN ELECTRONIC TYPOGRAPHY | PHANTANA ANGKOOL, DAVID | 2172 | §103 | Non-Final OA | — | Pending | Jul 16, 2024 |
| 18771779 | GENERATING MULTILINGUAL VISION LANGUAGE MODELS UTILIZING CONTRASTIVE LANGUAGE IMAGE PRETRAINING | WOZNIAK, JAMES S | 2655 | §103 | Final Rejection | — | Pending | Jul 12, 2024 |
| 18770386 | PANOPTIC SEGMENTATION REFINEMENT NETWORK | AKHAVANNIK, HADI | — | §102§103DP | Non-Final OA | — | Pending | Jul 11, 2024 |
| 18768482 | GENERATING CHANGE COMPARISONS DURING EDITING OF DIGITAL IMAGES | SETH, MANAV | 2672 | §103Other | Non-Final OA | — | Pending | Jul 10, 2024 |
| 18767044 | RESOURCE-EFFICIENT GENERATIVE MACHINE LEARNING | ALLEN, LUCIUS CAMERON GREE | 2673 | §102 | Non-Final OA | — | Pending | Jul 09, 2024 |
| 18750739 | Merge & Conquer: Cohesively Combining Fragmented Image Texts | BOYAR, NOAH WILLIAM | 2669 | §101§103§112 | Non-Final OA | — | Pending | Jun 21, 2024 |
| 18750573 | EXECUTABLE CODE FAULT DETECTION | NGUYEN, MONGBAO | 2192 | §103 | Non-Final OA | — | Pending | Jun 21, 2024 |
| 18736289 | CAPTIONING FOR IMAGE PERSONALIZATION | FITZPATRICK, ATIBA O | 2677 | — | Non-Final OA | — | Pending | Jun 06, 2024 |
| 18680983 | ATTRIBUTION OF DECOMPOSED PARAGRAPHS TO SUPPORTING DOCUMENTS | BLOOMQUIST, KEITH D | 2171 | §102 | Non-Final OA | — | Pending | May 31, 2024 |
| 18677874 | GENERATIVE ARTIFICAL INTELLIGENCE VISUAL EFFECTS | HE, WEIMING | 2611 | §103 | Non-Final OA | — | Pending | May 30, 2024 |
| 18675451 | DOCUMENT-BASED PRESENTATION GENERATION | SOMERS, MARC S | 2159 | §101§103 | Final Rejection | 27d | Pending | May 28, 2024 |
| 18674861 | Systems for Digital Image Compression Using Context-Based Pixel Predictor Selection | NGUYEN, LEON VIET Q | 2663 | §103 | Final Rejection | — | Pending | May 26, 2024 |
| 18673861 | DOCUMENT AGNOSTIC PERFORMANCE ENHANCEMENT THROUGH MULTI-STAGE MIXED LEVEL OF DETAIL RENDERING | WANG, JIN CHENG | 2617 | §103 | Final Rejection | 25d overdue | Pending | May 24, 2024 |
| 18673547 | CHAIN-OF-THOUGHT MACHINE-LEARNING MODEL DEBIASING | VY, HUNG T | — | §101 | Non-Final OA | — | Pending | May 24, 2024 |
| 18670398 | GENERATING HOW-TO GUIDES GROUNDED IN ELEMENTS OF IN-USE USER INTERFACES VIA VIRTUAL ASSISTANTS | REPSHER III, JOHN T | 2143 | §101§103§112 | Final Rejection | — | Pending | May 21, 2024 |
| 18669137 | LOSSLESS IMAGE COMPRESSION USING BLOCK BASED PREDICTION AND OPTIMIZED CONTEXT ADAPTIVE ENTROPY CODING | HESS, MICHAEL J | 2481 | §103§112Other | Non-Final OA | — | Pending | May 20, 2024 |
| 18665157 | AUTOMATED MANAGEMENT OF BRAND REPRESENTATION USING ARTIFICIAL INTELLIGENCE | DAGNEW, SABA | 3621 | §101 | Final Rejection | — | Pending | May 15, 2024 |
| 18662025 | TECHNIQUES TO PREDICT INTERACTIONS UTILIZING HIDDEN MARKOV MODELS | HENRY, MATTHEW D | 3625 | §101§103 | Non-Final OA | 42d overdue | Pending | May 13, 2024 |
| 18659329 | GENERATING VISUAL DEPICTIONS OF CORRELATIONS BETWEEN IMAGE LAYER MASKS WITH SUGGESTIVE BOUNDARIES | FOSTER, THOMAS JOHN | 2616 | §103 | Non-Final OA | — | Pending | May 09, 2024 |
| 18654904 | EDITING DIGITAL IMAGES USING EXECUTABLE CODE GENERATED BY LARGE LANGUAGE MODELS FROM NATURAL LANGUAGE INPUT | PRINGLE-PARKER, JASON A | 2617 | §103 | Non-Final OA | — | Pending | May 03, 2024 |
| 18637914 | CUSTOMIZATION ASSISTANT FOR TEXT-TO-IMAGE GENERATION | HOANG, PHI | 2619 | §103 | Non-Final OA | — | Pending | Apr 17, 2024 |
| 18637718 | CONTRIBUTION DATA CALIBRATION | ABOUD, ABDULLAH KHALED | — | §101§103 | Non-Final OA | — | Pending | Apr 17, 2024 |
| 18632933 | GENERATING HIERARCHICAL ENTITY SEGMENTATIONS UTILIZING SELF-SUPERVISED MACHINE LEARNING MODELS | KUDO, KEN | 2671 | §103 | Final Rejection | — | Pending | Apr 11, 2024 |
| 18625461 | GROUP PORTRAIT PHOTO EDITING | SAMS, MICHELLE L | 2611 | §103 | Non-Final OA | — | Pending | Apr 03, 2024 |
| 18617969 | DIFFUSION WATERMARKING FOR CAUSAL ATTRIBUTION | MEROUAN, ABDERRAHIM | 2683 | §103 | Non-Final OA | — | Pending | Mar 27, 2024 |
| 18617279 | DOCUMENT BOUNDARY DETECTION USING THE CURVATURE OF TEXT LINES | CLOTHIER, MATTHEW MORRIS | 2614 | §103 | Final Rejection | — | Pending | Mar 26, 2024 |
| 18611886 | DIGITAL IMAGE VISUAL AESTHETIC SCORE GENERATION | ORANGE, DAVID BENJAMIN | 2663 | §103 | Final Rejection | 32d overdue | Pending | Mar 21, 2024 |
| 18609625 | CLUSTERING USERS ACCORDING TO CAUSAL RELATIONSHIPS AMONG USER DATA | GOLDBERG, IVAN R | 3619 | §101§103 | Non-Final OA | 38d overdue | Pending | Mar 19, 2024 |
| 18607813 | MULTI-COMPONENT LATENT PYRAMID SPACE FOR GENERATIVE MODELS | SALVUCCI, MATTHEW D | 2613 | §103 | Final Rejection | — | Pending | Mar 18, 2024 |
| 18593834 | SUMMARY PAGE GENERATION USING DOCUMENTS | MERCADO, GABRIEL S | 2171 | §103 | Final Rejection | 117d overdue | Pending | Mar 01, 2024 |
| 18592044 | TECHNIQUES TO PERSONALIZE CONTENT USING MACHINE LEARNING | SANTIAGO-MERCED, FRANCIS Z | 3625 | §101§103 | Final Rejection | — | Pending | Feb 29, 2024 |
| 18592313 | APPLYING AND BLENDING NEW TEXTURES TO SURFACES ACROSS FRAMES OF A VIDEO SEQUENCE | BARHAM, RYAN ALLEN | 2613 | §103 | Non-Final OA | 14d | Pending | Feb 29, 2024 |
| 18585602 | CONTOUR-BASED SNAPPING OF GRAPHICAL OBJECTS | CREARY, LATRELL ANTHONY | 2613 | §103 | Non-Final OA | — | Pending | Feb 23, 2024 |
| 18443808 | BUILDING VISION-LANGUAGE MODELS USING MASKED DISTILLATION FROM FOUNDATION MODELS | DRYDEN, EMMA ELIZABETH | 2677 | §103 | Final Rejection | 13d | Pending | Feb 16, 2024 |
| 18443489 | CHANNEL INCREMENTALITY MEASUREMENT USING CAUSAL FOREST | ELCHANTI, TAREK | 3621 | §101 | Non-Final OA | — | Pending | Feb 16, 2024 |
| 18422665 | GENERATION OF DATA STORY RECOMMENDATIONS VIA ELICITED USER FEEDBACK | MINA, FATIMA P | 2159 | §101§103 | Final Rejection | — | Pending | Jan 25, 2024 |
| 18397413 | Digital Object Animation Using Control Points | LI, GRACE Q | 2618 | §103 | Non-Final OA | — | Pending | Dec 27, 2023 |
| 18545072 | SYSTEMS AND METHODS FOR IDENTIFYING MISINFORMATION | MOBIN, HASANUL | — | §101§103§112 | Non-Final OA | — | Pending | Dec 19, 2023 |
| 18543666 | SEGMENT DISCOVERY AND CHANNEL DELIVERY | BAGGOT, BREFFNI | 3621 | §101 | Non-Final OA | — | Pending | Dec 18, 2023 |
| 18543234 | Template-Based Behaviors in Machine Learning | THOMAS, SOUMYA | 2664 | §103 | Final Rejection | — | Pending | Dec 18, 2023 |
| 18543990 | MODIFYING DIGITAL DESIGNS TO ALIGN THE CIRCUMFERENCES OF CONCENTRICALLY PLACED RADIAL-REPEAT OBJECTS | WANG, YI | 2619 | §102§103§112 | Final Rejection | — | Pending | Dec 18, 2023 |
| 18538988 | SYSTEMS AND METHODS FOR PREDICTING CONTENT MEMORABILITY | SANTOS, DANIEL JOSEPH | 2667 | §103 | Final Rejection | — | Pending | Dec 13, 2023 |
| 18530619 | REDEEMING ENTITLEMENTS DEPLOYED ON BLOCKCHAIN | LOZA, JANICE JOMARIE | 3698 | §101§103§112 | Non-Final OA | 26d | Pending | Dec 06, 2023 |
| 18529757 | GENERATING PRODUCT PROFILE RECOMMENDATIONS AND QUALITY INDICATORS TO ENHANCE PRODUCT PROFILES | GIBSON-WYNN, KENNEDY ANNA | 3688 | §101§103 | Non-Final OA | — | Pending | Dec 05, 2023 |
| 18527908 | STYLIZED TRAINING DATA SYNTHESIS FOR TRAINING A MACHINE-LEARNING MODEL | PEDAPATI, CHANDHANA | 2669 | §103 | Final Rejection | 37d overdue | Pending | Dec 04, 2023 |
| 18527820 | SYNCHRONOUS TO ASYNCHRONOUS DIGITAL SERVICE CALL CONVERSION | HEADLY, MELISSA A | 2197 | §103 | Non-Final OA | — | Pending | Dec 04, 2023 |
| 18527933 | DIRECTIONAL FLOW AXIS OBJECT CONTROL | HAJNIK, DANIEL F | 2616 | §102§112 | Non-Final OA | 26d overdue | Pending | Dec 04, 2023 |
| 18513466 | GENERATING CONTEXTUALLY GROUNDED RECOMMENDATIONS USING A LARGE LANGUAGE MODEL | HAN, BYUNGKWON | — | §101§103 | Non-Final OA | — | Pending | Nov 17, 2023 |
| 18501745 | GENERATING ALTERNATIVE EXAMPLES FOR CONTENT | HASTY, NICHOLAS | 2141 | §103 | Final Rejection | — | Pending | Nov 03, 2023 |
| 18499593 | COMPRESSED REPRESENTATION FOR DIGITAL ASSETS | AHN, CHRISTINE YERA | 2615 | §103§112 | Non-Final OA | — | Pending | Nov 01, 2023 |
| 18485204 | USING GENERATIVE ARTIFICIAL INTELLIGENCE TO EVALUATE FINE-TUNED LANGUAGE MODELS | WITHEY, THEODORE JOHN | 2655 | §103 | Non-Final OA | 42d overdue | Pending | Oct 11, 2023 |
| 18482754 | DATA EXTRACTION AND ANALYSIS FROM UNSTRUCTURED DOCUMENTS | SMITH, SEAN THOMAS | 2659 | §103 | Final Rejection | 26d | Pending | Oct 06, 2023 |
| 18479379 | GENERATIVE AI BASED TEXT EFFECTS WITH CONSISTENT STYLING | BROOME, SAID A | 2612 | §103 | Final Rejection | — | Pending | Oct 02, 2023 |
| 18375881 | DEMAND DETECTION BASED ON QUERY IMAGES | CAI, PHUONG HAU | 2673 | §101§102§103 | Final Rejection | 56d | Pending | Oct 02, 2023 |
| 18479439 | SURROGATE CURVATURES FOR ASSISTED VECTOR DESIGNS | AHN, CHRISTINE YERA | 2615 | §103 | Non-Final OA | 75d | Pending | Oct 02, 2023 |
| 18477804 | CONTENT DISTRIBUTION BASED ON A USER JOURNEY USING MACHINE LEARNING | NAULT, VICTOR ADELARD | 2124 | §101§102§103 | Non-Final OA | — | Pending | Sep 29, 2023 |
| 18477670 | SYSTEMS AND METHODS FOR DATA CLUSTERING USING MACHINE LEARNING | LE, HUNG D | 2161 | §102§103 | Final Rejection | 15d overdue | Pending | Sep 29, 2023 |
| 18477650 | SYSTEMS AND METHODS FOR DATA PROCESSING USING MACHINE LEARNING | MULLINAX, CLINT LEE | 2123 | §101§103 | Non-Final OA | — | Pending | Sep 29, 2023 |
| 18477735 | SYSTEMS AND METHODS FOR CONTEXTUAL CONTENT GENERATION | DAGNEW, SABA | 3621 | §103 | Final Rejection | 5d | Pending | Sep 29, 2023 |
| 18471996 | GENERATING FACT TREES FOR DATA STORYTELLING | SALOMON, PHENUEL S | 2146 | §101§102§103 | Non-Final OA | — | Pending | Sep 21, 2023 |
| 18470778 | TEXT-AUGMENTED OBJECT CENTRIC RELATIONSHIP DETECTION | NASHER, AHMED ABDULLALIM-M | 2675 | §103 | Non-Final OA | 29d | Pending | Sep 20, 2023 |
| 18367020 | GENERATIVE RECOMMENDATION MODEL LEVERAGING VERBALIZED SEQUENTIAL DATA | STANDKE, ADAM C | 2129 | §101§103 | Non-Final OA | — | Pending | Sep 12, 2023 |
| 18367393 | MODEL GENERATION TECHNIQUES BASED ON AGGREGATION OF PARTIAL DATA | DASGUPTA, SHOURJO | 2144 | §102§112 | Non-Final OA | — | Pending | Sep 12, 2023 |
| 18460076 | GENERATING EXPERIMENT METRIC VALUES FOR ANYTIME VALID EXPERIMENTATION | MEINECKE DIAZ, SUSANNA M | 3625 | §101§102§103 | Final Rejection | 5d | Pending | Sep 01, 2023 |
| 18457794 | UTILIZING MACHINE LEARNING MODELS TO GENERATE ASPECT-BASED TRANSCRIPT SUMMARIES | SPIELER, WILLIAM | 2159 | §101 | Final Rejection | — | Pending | Aug 29, 2023 |
| 18452827 | IMAGE RELIGHTING | WANG, JIN CHENG | 2617 | §103 | Final Rejection | 11d overdue | Pending | Aug 21, 2023 |
| 18360919 | CUSTOM CONTENT GENERATION | TILLERY, RASHAWN N | 2174 | §102 | Non-Final OA | — | Pending | Jul 28, 2023 |
| 18226079 | FACILITATING CHANGES TO ONLINE COMPUTING ENVIRONMENT BY EXTRAPOLATING INTERACTION DATA USING MIXED GRANULARITY MODEL | DEBROW, JAMES J | 2174 | §103 | Non-Final OA | — | Pending | Jul 25, 2023 |
| 18355880 | USING MACHINE LEARNING TO OPTIMIZE UNITS OF MEASURE REPRESENTATIONS | GMAHL, NAVNEET K | 2166 | §103 | Non-Final OA | 71d | Pending | Jul 20, 2023 |
| 18223197 | DECENTRALIZED METADATA REGISTRY | FENSTERMACHER, JASON B | 3698 | §101§103 | Non-Final OA | — | Pending | Jul 18, 2023 |
| 18220496 | ANYTIME VALID CONFIDENCE SEQUENCE FOR RELATIVE INCREMENT IN ONLINE TESTS | BRANDENBURG, WILLIAM A | 3600 | §101§102 | Final Rejection | — | Pending | Jul 11, 2023 |
| 18341982 | MIX AND MATCH HUMAN IMAGE GENERATION | COFINO, JONATHAN M | 2614 | §102§103 | Final Rejection | — | Pending | Jun 27, 2023 |
| 18339694 | CONTEXTUAL QUERY GENERATION | MCCORD, PAUL C | 2692 | §103§112 | Non-Final OA | 22d | Pending | Jun 22, 2023 |
| 18209934 | GRADIENT MESH GENERATION FOR DIGITAL IMAGES | WU, XIAO MIN | 2613 | §102§103 | Non-Final OA | — | Pending | Jun 14, 2023 |
| 18332163 | MULTI-ATTRIBUTE FACE EDITING | BARHAM, RYAN ALLEN | 2613 | §102§103 | Final Rejection | 8d overdue | Pending | Jun 09, 2023 |
| 18328925 | DOCUMENT RECOMMENDATION USING CONTEXTUAL EMBEDDINGS | GAY, SONIA L | 2657 | §103 | Non-Final OA | — | Pending | Jun 05, 2023 |
| 18328286 | CONSTRUCTING DIGITAL DESIGN GRAPHS FOR GENERATING STRUCTURAL REPRESENTATIONS OF DIGITAL DESIGN DOCUMENTS | MERCADO, GABRIEL S | 2171 | §103§112 | Final Rejection | 56d overdue | Pending | Jun 02, 2023 |
| 18205279 | MARKING-BASED PORTRAIT RELIGHTING | AHN, CHRISTINE YERA | 2615 | §103 | Final Rejection | 8d overdue | Pending | Jun 02, 2023 |
| 18322310 | PANOPTIC MASK PROPAGATION WITH ACTIVE REGIONS | HUBER, JEREMIAH CHARLES | 2481 | §103§112 | Non-Final OA | 17d overdue | Pending | May 23, 2023 |
| 18197836 | DETECTING AND MANAGING CONFLICTS FOR MULTIPLE EXPERIMENTS | KANG, INSUN | 2193 | §102§103 | Final Rejection | 43d overdue | Pending | May 16, 2023 |
| 18316490 | DIGITAL IMAGE DECALING | PROVIDENCE, VINCENT ALEXANDER | 2617 | §103 | Final Rejection | 16d overdue | Pending | May 12, 2023 |
| 18312246 | ABSTRACT BACKGROUND GENERATION | AHN, CHRISTINE YERA | 2615 | §103 | Final Rejection | 34d | Pending | May 04, 2023 |
| 18306048 | CONTENT VELOCITY AND HYPER-PERSONALIZATION USING GENERATIVE AI | KHAN, SHAHID K | 2146 | §103 | Final Rejection | 40d | Pending | Apr 24, 2023 |
| 18300721 | STRUCTURED DOCUMENT GENERATION FROM TEXT PROMPTS | STORK, KYLE R | 2128 | §101§103 | Non-Final OA | 9d overdue | Pending | Apr 14, 2023 |
| 18299552 | INTERACTIVE VISUAL EFFECTS USING POSE RECOGNITION | ORANGE, DAVID BENJAMIN | 2663 | §103 | Final Rejection | 14d | Pending | Apr 12, 2023 |
| 18295665 | RECOMMENDING BACKGROUNDS BASED ON USER INTENT | TRAN, AMY NMN | 2126 | §103 | Final Rejection | 4d overdue | Pending | Apr 04, 2023 |
| 18187864 | OBJECT AFFINITY DETERMINATION AND SCORING SYSTEM | TAN, DAVID H | 2145 | §102§103 | Final Rejection | — | Pending | Mar 22, 2023 |
| 18123673 | ANOMALOUS DATA IDENTIFICATION FOR TABULAR DATA | PHAM, JESSICA THUY | 2121 | §101§112 | Final Rejection | 56d overdue | Pending | Mar 20, 2023 |
| 18185828 | GENERATING ANALYTICS PREDICTION MACHINE LEARNING MODELS USING TRANSFER LEARNING FOR PRIOR DATA | KIM, DAVID | 2141 | §103 | Non-Final OA | — | Pending | Mar 17, 2023 |
| 18183387 | BUILDING TIME-DECAYED LINE GRAPHS FOR DIRECT EMBEDDING OF CONTINUOUS-TIMED INTERACTIONS IN GENERATING TIME-AWARE RECOMMENDATIONS | STORK, KYLE R | 2100 | §103 | Non-Final OA | — | Pending | Mar 14, 2023 |
| 18183023 | GENERATING ITEM RECOMMENDATIONS UTILIZING A DELAYED IN-SITU RECOMMENDATION ENGINE | FRUNZI, VICTORIA E. | 3689 | §101 | Final Rejection | 20d | Pending | Mar 13, 2023 |
| 18178715 | COMPUTING RESOURCE ALLOCATION MECHANISM TESTING AND DEPLOYMENT | DIVECHA, KAMAL B | 2453 | §103 | Non-Final OA | — | Pending | Mar 06, 2023 |
| 18116129 | REINFORCED LEARNING APPROACH TO GENERATE TRAINING DATA | HWANG, MEGAN ELIZABETH | 2143 | §101§103§112 | Non-Final OA | 15d | Pending | Mar 01, 2023 |
| 18112911 | KNOWLEDGE DISTILLATION USING CONTEXTUAL SEMANTIC NOISE | ILES, TYLER EDWARD | 2122 | §102 | Final Rejection | — | Pending | Feb 22, 2023 |
| 18167690 | GENERATING COMPOSITE IMAGES USING USER INTERFACE FEATURES FOR AUTO-COMPOSITING AND COMPOSITE-AWARE SEARCH | AHN, CHRISTINE YERA | 2615 | §103 | Final Rejection | 10d overdue | Pending | Feb 10, 2023 |
| 18105328 | DYNAMIC GENERATION OF INTERACTIVE COMPONENTS FOR ON-DEMAND INTERACTIVE SESSIONS DURING VIRTUAL CONFERENCES | BASOM, BLAINE T | 2141 | §103 | Final Rejection | — | Pending | Feb 03, 2023 |
| 18104946 | CLASSIFYING INCORPORATION METRICS | CHIUSANO, ANDREW TSUTOMU | 2144 | §101§103 | Final Rejection | 31d overdue | Pending | Feb 02, 2023 |
| 18163170 | VOICE AUDIO COMPRESSION USING NEURAL NETWORKS | SUBRAMANI, NANDINI | 2656 | §103 | Non-Final OA | — | Pending | Feb 01, 2023 |
| 18057883 | TIME-SERIES ANOMALY DETECTION | HOANG, MICHAEL H | 2122 | §101§103 | Final Rejection | 22d | Pending | Nov 22, 2022 |
| 17980480 | BINDING DATA TO GRAPHIC OBJECTS USING A VISUAL INDICATOR | RICHER, AARON M | 2617 | §103 | Non-Final OA | 19d | Pending | Nov 03, 2022 |
| 17978477 | OFFLINE EVALUATION OF RANKED LISTS USING PARAMETRIC ESTIMATION OF PROPENSITIES | GOFMAN, ALEX N | 2163 | §101§103 | Non-Final OA | — | Pending | Nov 01, 2022 |
| 18051736 | SYSTEMS AND METHODS FOR CONTENT CUSTOMIZATION | NAJARIAN, LENA | 3687 | §101§112 | Final Rejection | — | Pending | Nov 01, 2022 |
| 18051364 | GENERATIVE GRAPH MODELING FRAMEWORK | BAKER, EZRA JAMES | 2126 | §101§103 | Final Rejection | 4d overdue | Pending | Oct 31, 2022 |
| 18050607 | AUTOMATIC FORECASTING USING META-LEARNING | HAN, BYUNGKWON | 2121 | §101§103§112 | Final Rejection | — | Pending | Oct 28, 2022 |
| 17936099 | FAST GRAPH MODEL SELECTION VIA META-LEARNING | RAHMAN, IBRAHIM | 2122 | §101§103 | Non-Final OA | — | Pending | Sep 28, 2022 |
| 17822029 | MACHINE LEARNING CONTEXT BASED CONFIDENCE CALIBRATION | ROSTAMI, MOHAMMAD S | 2154 | §103 | Non-Final OA | — | Pending | Aug 24, 2022 |
| 17841569 | ADAPTIVE OBJECT SNAPPING FOR PERSPECTIVE IMAGES | BARHAM, RYAN ALLEN | 2613 | §103 | Final Rejection | 22d | Pending | Jun 15, 2022 |
| 17804991 | DETERMINING TARGET POLICY PERFORMANCE VIA OFF-POLICY EVALUATION IN EMBEDDING SPACES | VINCENT, DAVID ROBERT | 2123 | §101 | Final Rejection | 26d | Pending | Jun 01, 2022 |
| 17742318 | SECTION-BASED MUSIC SIMILARITY SEARCHING USING NEURAL NETWORKS | PEREZ-ARROYO, RAQUEL | 2169 | §103 | Final Rejection | 132d overdue | Pending | May 11, 2022 |
| 17740497 | ADAPTIVE SPARSE ATTENTION PATTERN | GOLAN, MATTHEW BRYCE | 2123 | §103 | Final Rejection | — | Pending | May 10, 2022 |
| 17731999 | ITEM DISTRIBUTION AND SEARCH RANKING ACROSS LISTING PLATFORMS | LEE, JENNIFER V | 3688 | §101 | Non-Final OA | 20d | Pending | Apr 28, 2022 |
| 17656263 | SYSTEM AND METHOD FOR OUTAGE FORECASTING | HUANG, YAO D | 2124 | §103 | Final Rejection | 11d overdue | Pending | Mar 24, 2022 |
| 17684680 | RUNTIME-SPECIFIC PARTITIONING OF MACHINE LEARNING MODELS | LIN, HSING CHUN | 2195 | §103§112 | Non-Final OA | 37d overdue | Pending | Mar 02, 2022 |
| 17592186 | ENHANCING NEURAL-BASED PREDICTION OF MULTI-DIMENSIONAL DATA VIA INFLUENCE AND DATA AUGMENTATION | AHMED, SYED RAYHAN | 2126 | §103 | Final Rejection | — | Pending | Feb 03, 2022 |
| 17513571 | AUTOMATIC, PERSONALIZED, AND EXPLAINABLE APPROACH FOR MEASURING, MONITORING, AND IMPROVING DATA EFFICACY | MANG, VAN C | 2126 | §101 | Final Rejection | — | Pending | Oct 28, 2021 |
| 16928888 | INTENT-BASED COMMAND RECOMMENDATION GENERATION IN AN ANALYTICS SYSTEM | TRAN, DAVID HOANG | 2147 | §101§103 | Final Rejection | — | Pending | Jul 14, 2020 |
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