
Michael Lynch
Examiner (ID: 2623)
| Most Active Art Unit | 3303 |
| Art Unit(s) | 3303, 2899, 1804 |
| Total Applications | 277 |
| Issued Applications | 253 |
| Pending Applications | 0 |
| Abandoned Applications | 24 |
Applications
| Application number | Title of the application | Filing Date | Status |
|---|---|---|---|
Array
(
[id] => 17854239
[patent_doc_number] => 20220284281
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2022-09-08
[patent_title] => IMITATION LEARNING WITH FITTED Q ITERATION
[patent_app_type] => utility
[patent_app_number] => 17/193171
[patent_app_country] => US
[patent_app_date] => 2021-03-05
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 7467
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -20
[patent_words_short_claim] => 66
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17193171
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/193171 | IMITATION LEARNING WITH FITTED Q ITERATION | Mar 4, 2021 | Pending |
Array
(
[id] => 18363944
[patent_doc_number] => 20230145535
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2023-05-11
[patent_title] => NEURAL NETWORK TRAINING TECHNIQUE
[patent_app_type] => utility
[patent_app_number] => 17/188338
[patent_app_country] => US
[patent_app_date] => 2021-03-01
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 77667
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -27
[patent_words_short_claim] => 29
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17188338
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/188338 | NEURAL NETWORK TRAINING TECHNIQUE | Feb 28, 2021 | Pending |
Array
(
[id] => 17809837
[patent_doc_number] => 20220261672
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2022-08-18
[patent_title] => INTELLIGENT DISTANCE PROMPTING
[patent_app_type] => utility
[patent_app_number] => 17/249028
[patent_app_country] => US
[patent_app_date] => 2021-02-17
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 19456
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 283
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17249028
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/249028 | Intelligent distance prompting | Feb 16, 2021 | Issued |
Array
(
[id] => 17040438
[patent_doc_number] => 20210257074
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2021-08-19
[patent_title] => TRACING OF COVID-19 VACCINE VIALS
[patent_app_type] => utility
[patent_app_number] => 17/171774
[patent_app_country] => US
[patent_app_date] => 2021-02-09
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 8516
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -28
[patent_words_short_claim] => 116
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17171774
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/171774 | TRACING OF COVID-19 VACCINE VIALS | Feb 8, 2021 | Pending |
Array
(
[id] => 17024604
[patent_doc_number] => 20210248476
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2021-08-12
[patent_title] => Machine-Learned Models Featuring Matrix Exponentiation Layers
[patent_app_type] => utility
[patent_app_number] => 17/170025
[patent_app_country] => US
[patent_app_date] => 2021-02-08
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 8417
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -26
[patent_words_short_claim] => 117
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17170025
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/170025 | Machine-Learned Models Featuring Matrix Exponentiation Layers | Feb 7, 2021 | Abandoned |
Array
(
[id] => 17039752
[patent_doc_number] => 20210256388
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2021-08-19
[patent_title] => Machine-Learned Models Featuring Matrix Exponentiation Layers
[patent_app_type] => utility
[patent_app_number] => 17/169740
[patent_app_country] => US
[patent_app_date] => 2021-02-08
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 8417
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -19
[patent_words_short_claim] => 120
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17169740
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/169740 | Machine-Learned Models Featuring Matrix Exponentiation Layers | Feb 7, 2021 | Abandoned |
Array
(
[id] => 17779156
[patent_doc_number] => 20220245506
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2022-08-04
[patent_title] => FLEXIBLE EMBEDDING SYSTEMS AND METHODS FOR REAL-TIME COMPARISONS
[patent_app_type] => utility
[patent_app_number] => 17/163396
[patent_app_country] => US
[patent_app_date] => 2021-01-30
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 8046
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 153
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17163396
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/163396 | FLEXIBLE EMBEDDING SYSTEMS AND METHODS FOR REAL-TIME COMPARISONS | Jan 29, 2021 | Pending |
Array
(
[id] => 17779042
[patent_doc_number] => 20220245392
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2022-08-04
[patent_title] => COMPOSITE EMBEDDING SYSTEMS AND METHODS FOR MULTI-LEVEL GRANULARITY SIMILARITY RELEVANCE SCORING
[patent_app_type] => utility
[patent_app_number] => 17/163383
[patent_app_country] => US
[patent_app_date] => 2021-01-30
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 7776
[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] => 17163383
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/163383 | Composite embedding systems and methods for multi-level granularity similarity relevance scoring | Jan 29, 2021 | Issued |
Array
(
[id] => 18243706
[patent_doc_number] => 20230076017
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2023-03-09
[patent_title] => METHOD FOR TRAINING NEURAL NETWORK BY USING DE-IDENTIFIED IMAGE AND SERVER PROVIDING SAME
[patent_app_type] => utility
[patent_app_number] => 17/795597
[patent_app_country] => US
[patent_app_date] => 2021-01-26
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 5075
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -7
[patent_words_short_claim] => 140
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17795597
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/795597 | METHOD FOR TRAINING NEURAL NETWORK BY USING DE-IDENTIFIED IMAGE AND SERVER PROVIDING SAME | Jan 25, 2021 | Pending |
Array
(
[id] => 16994497
[patent_doc_number] => 20210232917
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2021-07-29
[patent_title] => ESTIMATING USEFUL LIFE
[patent_app_type] => utility
[patent_app_number] => 17/157270
[patent_app_country] => US
[patent_app_date] => 2021-01-25
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 6797
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 136
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17157270
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/157270 | ESTIMATING USEFUL LIFE | Jan 24, 2021 | Abandoned |
Array
(
[id] => 19950499
[patent_doc_number] => 12321865
[patent_country] => US
[patent_kind] => B2
[patent_issue_date] => 2025-06-03
[patent_title] => Event prediction based on multimodal learning
[patent_app_type] => utility
[patent_app_number] => 17/157832
[patent_app_country] => US
[patent_app_date] => 2021-01-25
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 10
[patent_figures_cnt] => 10
[patent_no_of_words] => 8509
[patent_no_of_claims] => 20
[patent_no_of_ind_claims] => 3
[patent_words_short_claim] => 473
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => patent
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17157832
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/157832 | Event prediction based on multimodal learning | Jan 24, 2021 | Issued |
Array
(
[id] => 17024553
[patent_doc_number] => 20210248425
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2021-08-12
[patent_title] => REINFORCED TEXT REPRESENTATION LEARNING
[patent_app_type] => utility
[patent_app_number] => 17/155452
[patent_app_country] => US
[patent_app_date] => 2021-01-22
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 6546
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 112
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17155452
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/155452 | REINFORCED TEXT REPRESENTATION LEARNING | Jan 21, 2021 | Abandoned |
Array
(
[id] => 20434509
[patent_doc_number] => 12505341
[patent_country] => US
[patent_kind] => B2
[patent_issue_date] => 2025-12-23
[patent_title] => Methods and systems for dynamically selecting alternative content based on real-time events during device sessions using cross-channel, time-bound deep reinforcement machine learning
[patent_app_type] => utility
[patent_app_number] => 17/142896
[patent_app_country] => US
[patent_app_date] => 2021-01-06
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 6
[patent_figures_cnt] => 6
[patent_no_of_words] => 4757
[patent_no_of_claims] => 20
[patent_no_of_ind_claims] => 3
[patent_words_short_claim] => 313
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => patent
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17142896
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/142896 | Methods and systems for dynamically selecting alternative content based on real-time events during device sessions using cross-channel, time-bound deep reinforcement machine learning | Jan 5, 2021 | Issued |
Array
(
[id] => 17707400
[patent_doc_number] => 20220207407
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2022-06-30
[patent_title] => LOCALIZATION OF MACHINE LEARNING MODELS TRAINED WITH GLOBAL DATA
[patent_app_type] => utility
[patent_app_number] => 17/134430
[patent_app_country] => US
[patent_app_date] => 2020-12-27
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 10553
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 123
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17134430
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/134430 | LOCALIZATION OF MACHINE LEARNING MODELS TRAINED WITH GLOBAL DATA | Dec 26, 2020 | Abandoned |
Array
(
[id] => 16980409
[patent_doc_number] => 20210224646
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2021-07-22
[patent_title] => METHOD FOR GENERATING LABELED DATA, IN PARTICULAR FOR TRAINING A NEURAL NETWORK, BY IMPROVING INITIAL LABELS
[patent_app_type] => utility
[patent_app_number] => 17/129393
[patent_app_country] => US
[patent_app_date] => 2020-12-21
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 7946
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -14
[patent_words_short_claim] => 140
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17129393
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/129393 | METHOD FOR GENERATING LABELED DATA, IN PARTICULAR FOR TRAINING A NEURAL NETWORK, BY IMPROVING INITIAL LABELS | Dec 20, 2020 | Abandoned |
| 17/111123 | Systems and method for selecting a classification of input data from multiple classification systems | Dec 2, 2020 | Abandoned |
Array
(
[id] => 17948279
[patent_doc_number] => 20220335298
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2022-10-20
[patent_title] => ROBUST LEARNING DEVICE, ROBUST LEARNING METHOD, PROGRAM, AND STORAGE DEVICE
[patent_app_type] => utility
[patent_app_number] => 17/764316
[patent_app_country] => US
[patent_app_date] => 2019-10-01
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 6302
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -2
[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] => 17764316
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/764316 | ROBUST LEARNING DEVICE, ROBUST LEARNING METHOD, PROGRAM, AND STORAGE DEVICE | Sep 30, 2019 | Abandoned |
Array
(
[id] => 16903820
[patent_doc_number] => 20210182736
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2021-06-17
[patent_title] => LEARNING DATA GENERATION DEVICE, LEARNING DATA GENERATION METHOD, AND NON-TRANSITORY COMPUTER READABLE RECORDING MEDIUM
[patent_app_type] => utility
[patent_app_number] => 17/268472
[patent_app_country] => US
[patent_app_date] => 2019-08-14
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 6653
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -10
[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] => 17268472
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/268472 | LEARNING DATA GENERATION DEVICE, LEARNING DATA GENERATION METHOD, AND NON-TRANSITORY COMPUTER READABLE RECORDING MEDIUM | Aug 13, 2019 | Pending |
Array
(
[id] => 19811567
[patent_doc_number] => 12242961
[patent_country] => US
[patent_kind] => B2
[patent_issue_date] => 2025-03-04
[patent_title] => Training method and system of neural network model and prediction method and system
[patent_app_type] => utility
[patent_app_number] => 17/262974
[patent_app_country] => US
[patent_app_date] => 2019-07-22
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 7
[patent_figures_cnt] => 7
[patent_no_of_words] => 14070
[patent_no_of_claims] => 16
[patent_no_of_ind_claims] => 1
[patent_words_short_claim] => 665
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => patent
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17262974
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/262974 | Training method and system of neural network model and prediction method and system | Jul 21, 2019 | Issued |
Array
(
[id] => 17992342
[patent_doc_number] => 20220358379
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2022-11-10
[patent_title] => SYSTEM, APPARATUS AND METHOD OF MANAGING KNOWLEDGE GENERATED FROM TECHNICAL DATA
[patent_app_type] => utility
[patent_app_number] => 17/624249
[patent_app_country] => US
[patent_app_date] => 2019-07-04
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 8654
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -12
[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] => 17624249
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/624249 | SYSTEM, APPARATUS AND METHOD OF MANAGING KNOWLEDGE GENERATED FROM TECHNICAL DATA | Jul 3, 2019 | Abandoned |