
Elizabeth Kemmerer
Examiner (ID: 7452, Phone: (571)272-0874 , Office: P/1646 )
| Most Active Art Unit | 1646 |
| Art Unit(s) | 1804, 1616, 1674, 1801, 1646, 1812 |
| Total Applications | 1810 |
| Issued Applications | 1112 |
| Pending Applications | 139 |
| Abandoned Applications | 581 |
Applications
| Application number | Title of the application | Filing Date | Status |
|---|---|---|---|
Array
(
[id] => 20428660
[patent_doc_number] => 20250390753
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2025-12-25
[patent_title] => SYSTEM AND METHOD FOR IMPROVING MACHINE LEARNING CLASSIFIERS USING SYNTHETIC INPUTS AND GRADIENT DIRECTION ANALYSIS
[patent_app_type] => utility
[patent_app_number] => 19/313407
[patent_app_country] => US
[patent_app_date] => 2025-08-28
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 66039
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -16
[patent_words_short_claim] => 115
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 19313407
[rel_patent_id] =>[rel_patent_doc_number] =>) 19/313407 | SYSTEM AND METHOD FOR IMPROVING MACHINE LEARNING CLASSIFIERS USING SYNTHETIC INPUTS AND GRADIENT DIRECTION ANALYSIS | Aug 27, 2025 | Pending |
Array
(
[id] => 20455162
[patent_doc_number] => 12518217
[patent_country] => US
[patent_kind] => B2
[patent_issue_date] => 2026-01-06
[patent_title] => Method for managing local and global models on an artificial intelligence platform
[patent_app_type] => utility
[patent_app_number] => 19/220466
[patent_app_country] => US
[patent_app_date] => 2025-05-28
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 6
[patent_figures_cnt] => 7
[patent_no_of_words] => 9062
[patent_no_of_claims] => 17
[patent_no_of_ind_claims] => 3
[patent_words_short_claim] => 262
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => patent
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 19220466
[rel_patent_id] =>[rel_patent_doc_number] =>) 19/220466 | Method for managing local and global models on an artificial intelligence platform | May 27, 2025 | Issued |
Array
(
[id] => 20071111
[patent_doc_number] => 20250209333
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2025-06-26
[patent_title] => TRAINING NODES OF A NEURAL NETWORK TO BE DECISIVE
[patent_app_type] => utility
[patent_app_number] => 19/040977
[patent_app_country] => US
[patent_app_date] => 2025-01-30
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 66248
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -34
[patent_words_short_claim] => 298
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 19040977
[rel_patent_id] =>[rel_patent_doc_number] =>) 19/040977 | Training nodes of a neural network to be decisive | Jan 29, 2025 | Issued |
Array
(
[id] => 19757072
[patent_doc_number] => 20250045637
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2025-02-06
[patent_title] => SYSTEMS AND METHODS FOR PERFORMING SITUATION-AWARE CONTROL SYSTEM MODEL UPDATES
[patent_app_type] => utility
[patent_app_number] => 18/914883
[patent_app_country] => US
[patent_app_date] => 2024-10-14
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 19062
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -23
[patent_words_short_claim] => 162
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18914883
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/914883 | SYSTEMS AND METHODS FOR PERFORMING SITUATION-AWARE CONTROL SYSTEM MODEL UPDATES | Oct 13, 2024 | Pending |
Array
(
[id] => 20468645
[patent_doc_number] => 12524685
[patent_country] => US
[patent_kind] => B2
[patent_issue_date] => 2026-01-13
[patent_title] => Data management suggestions from knowledge graph actions
[patent_app_type] => utility
[patent_app_number] => 18/594274
[patent_app_country] => US
[patent_app_date] => 2024-03-04
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 6
[patent_figures_cnt] => 6
[patent_no_of_words] => 3640
[patent_no_of_claims] => 22
[patent_no_of_ind_claims] => 3
[patent_words_short_claim] => 229
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => patent
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18594274
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/594274 | Data management suggestions from knowledge graph actions | Mar 3, 2024 | Issued |
Array
(
[id] => 19451480
[patent_doc_number] => 20240311610
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-09-19
[patent_title] => DEVICE AND METHOD FOR LEARNING REPRESENTATIONS USING SPHERIZATION LAYER
[patent_app_type] => utility
[patent_app_number] => 18/520672
[patent_app_country] => US
[patent_app_date] => 2023-11-28
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 3903
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -9
[patent_words_short_claim] => 61
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18520672
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/520672 | DEVICE AND METHOD FOR LEARNING REPRESENTATIONS USING SPHERIZATION LAYER | Nov 27, 2023 | Pending |
Array
(
[id] => 20018968
[patent_doc_number] => 20250157190
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2025-05-15
[patent_title] => AUTOMATED SHOPPING USING AUGMENTED REALITY
[patent_app_type] => utility
[patent_app_number] => 18/388934
[patent_app_country] => US
[patent_app_date] => 2023-11-13
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 3559
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 64
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18388934
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/388934 | AUTOMATED SHOPPING USING AUGMENTED REALITY | Nov 12, 2023 | Pending |
Array
(
[id] => 19328012
[patent_doc_number] => 12045700
[patent_country] => US
[patent_kind] => B1
[patent_issue_date] => 2024-07-23
[patent_title] => Systems and methods of generative machine-learning guided by modal classification
[patent_app_type] => utility
[patent_app_number] => 18/385143
[patent_app_country] => US
[patent_app_date] => 2023-10-30
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 7
[patent_figures_cnt] => 7
[patent_no_of_words] => 25527
[patent_no_of_claims] => 18
[patent_no_of_ind_claims] => 2
[patent_words_short_claim] => 249
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => patent
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18385143
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/385143 | Systems and methods of generative machine-learning guided by modal classification | Oct 29, 2023 | Issued |
Array
(
[id] => 18957795
[patent_doc_number] => 20240046122
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-02-08
[patent_title] => CROSS-MEDIA CORRESPONDING KNOWLEDGE GENERATION METHOD AND APPARATUS
[patent_app_type] => utility
[patent_app_number] => 18/491817
[patent_app_country] => US
[patent_app_date] => 2023-10-23
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 7914
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -14
[patent_words_short_claim] => 159
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18491817
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/491817 | Cross-media corresponding knowledge generation method and apparatus | Oct 22, 2023 | Issued |
Array
(
[id] => 19145059
[patent_doc_number] => 20240144008
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-05-02
[patent_title] => LEARNING APPARATUS, LEARNING METHOD, AND NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIUM
[patent_app_type] => utility
[patent_app_number] => 18/486192
[patent_app_country] => US
[patent_app_date] => 2023-10-13
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 9927
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -14
[patent_words_short_claim] => 85
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18486192
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/486192 | LEARNING APPARATUS, LEARNING METHOD, AND NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIUM | Oct 12, 2023 | Pending |
Array
(
[id] => 19892375
[patent_doc_number] => 20250117687
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2025-04-10
[patent_title] => Automatic Content Generator for Construction-Based Data Objects
[patent_app_type] => utility
[patent_app_number] => 18/481060
[patent_app_country] => US
[patent_app_date] => 2023-10-04
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 23406
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 271
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18481060
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/481060 | Automatic Content Generator for Construction-Based Data Objects | Oct 3, 2023 | Pending |
Array
(
[id] => 18925308
[patent_doc_number] => 20240028312
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-01-25
[patent_title] => METHODS AND SYSTEMS FOR AUTOMATICALLY GENERATING AND EXECUTING COMPUTER CODE USING A NATURAL LANGUAGE DESCRIPTION OF A DATA MANIPULATION TO BE PERFORMED ON A DATA SET
[patent_app_type] => utility
[patent_app_number] => 18/375371
[patent_app_country] => US
[patent_app_date] => 2023-09-29
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 13248
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -3
[patent_words_short_claim] => 146
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18375371
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/375371 | Methods and systems for automatically generating and executing computer code using a natural language description of a data manipulation to be performed on a data set | Sep 28, 2023 | Issued |
Array
(
[id] => 19817395
[patent_doc_number] => 20250075602
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2025-03-06
[patent_title] => PREDICTING GAS LIFT EQUIPMENT FAILURE WITH DEEP LEARNING TECHNIQUES
[patent_app_type] => utility
[patent_app_number] => 18/458827
[patent_app_country] => US
[patent_app_date] => 2023-08-30
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 13709
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 87
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18458827
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/458827 | PREDICTING GAS LIFT EQUIPMENT FAILURE WITH DEEP LEARNING TECHNIQUES | Aug 29, 2023 | Pending |
Array
(
[id] => 18788386
[patent_doc_number] => 20230376847
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2023-11-23
[patent_title] => Conversation Based Diagnosis and Troubleshooting of Maintenance Requests Using a Large Language Model Driven Chatbot
[patent_app_type] => utility
[patent_app_number] => 18/228373
[patent_app_country] => US
[patent_app_date] => 2023-07-31
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 22380
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 131
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18228373
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/228373 | Conversation Based Diagnosis and Troubleshooting of Maintenance Requests Using a Large Language Model Driven Chatbot | Jul 30, 2023 | Abandoned |
Array
(
[id] => 19748447
[patent_doc_number] => 20250037012
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2025-01-30
[patent_title] => SCHEMA-BASED MACHINE LEARNING MODEL MONITORING
[patent_app_type] => utility
[patent_app_number] => 18/357680
[patent_app_country] => US
[patent_app_date] => 2023-07-24
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 7118
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -10
[patent_words_short_claim] => 2
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18357680
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/357680 | Schema-based machine learning model monitoring | Jul 23, 2023 | Issued |
Array
(
[id] => 19726247
[patent_doc_number] => 20250028998
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2025-01-23
[patent_title] => UTILIZING DYNAMIC DATA SAMPLING TO IMPLEMENT MACHINE LEARNING MODELS FOR PROJECTING RECURRENCE OF PERIODIC EVENTS
[patent_app_type] => utility
[patent_app_number] => 18/353633
[patent_app_country] => US
[patent_app_date] => 2023-07-17
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 11313
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 92
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18353633
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/353633 | UTILIZING DYNAMIC DATA SAMPLING TO IMPLEMENT MACHINE LEARNING MODELS FOR PROJECTING RECURRENCE OF PERIODIC EVENTS | Jul 16, 2023 | Pending |
Array
(
[id] => 18942133
[patent_doc_number] => 20240037272
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-02-01
[patent_title] => SYSTEMS AND METHODS FOR ACTIVE ALGORITHM TRAINING IN A ZERO-TRUST ENVIRONMENT
[patent_app_type] => utility
[patent_app_number] => 18/353071
[patent_app_country] => US
[patent_app_date] => 2023-07-15
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 12839
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -18
[patent_words_short_claim] => 78
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18353071
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/353071 | SYSTEMS AND METHODS FOR ACTIVE ALGORITHM TRAINING IN A ZERO-TRUST ENVIRONMENT | Jul 14, 2023 | Pending |
Array
(
[id] => 19644726
[patent_doc_number] => 20240419246
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-12-19
[patent_title] => HUMAN AUGMENTATION PLATFORM USING CONTEXT, BIOSIGNALS, AND LANGUAGE MODELS
[patent_app_type] => utility
[patent_app_number] => 18/335864
[patent_app_country] => US
[patent_app_date] => 2023-06-15
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 41149
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -18
[patent_words_short_claim] => 135
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18335864
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/335864 | HUMAN AUGMENTATION PLATFORM USING CONTEXT, BIOSIGNALS, AND LANGUAGE MODELS | Jun 14, 2023 | Pending |
Array
(
[id] => 18630716
[patent_doc_number] => 20230289611
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2023-09-14
[patent_title] => LOCATING A DECISION BOUNDARY FOR COMPLEX CLASSIFIER
[patent_app_type] => utility
[patent_app_number] => 18/196855
[patent_app_country] => US
[patent_app_date] => 2023-05-12
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 70801
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -30
[patent_words_short_claim] => 187
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18196855
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/196855 | Locating a decision boundary for complex classifier | May 11, 2023 | Issued |
Array
(
[id] => 18774036
[patent_doc_number] => 20230368866
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2023-11-16
[patent_title] => ADAPTIVE NEURAL NETWORK FOR NUCELOTIDE SEQUENCING
[patent_app_type] => utility
[patent_app_number] => 18/315142
[patent_app_country] => US
[patent_app_date] => 2023-05-10
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 25932
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 104
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18315142
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/315142 | ADAPTIVE NEURAL NETWORK FOR NUCELOTIDE SEQUENCING | May 9, 2023 | Pending |