
Edwin A. Leon Munoz
Examiner (ID: 12870, Phone: (571)272-2008 , Office: P/2833 )
| Most Active Art Unit | 2833 |
| Art Unit(s) | 2833 |
| Total Applications | 2796 |
| Issued Applications | 2414 |
| Pending Applications | 131 |
| Abandoned Applications | 303 |
Applications
| Application number | Title of the application | Filing Date | Status |
|---|---|---|---|
Array
(
[id] => 20323743
[patent_doc_number] => 20250335831
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2025-10-30
[patent_title] => REVERSE ENGINEERING MACHINE-LEARNING MODELS THROUGH DATA POISONING TECHNIQUES
[patent_app_type] => utility
[patent_app_number] => 19/096194
[patent_app_country] => US
[patent_app_date] => 2025-03-31
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 6855
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -18
[patent_words_short_claim] => 172
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 19096194
[rel_patent_id] =>[rel_patent_doc_number] =>) 19/096194 | REVERSE ENGINEERING MACHINE-LEARNING MODELS THROUGH DATA POISONING TECHNIQUES | Mar 30, 2025 | Pending |
Array
(
[id] => 19391789
[patent_doc_number] => 20240281659
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-08-22
[patent_title] => AUGMENTING MACHINE LEARNING LANGUAGE MODELS USING SEARCH ENGINE RESULTS
[patent_app_type] => utility
[patent_app_number] => 18/651384
[patent_app_country] => US
[patent_app_date] => 2024-04-30
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 8128
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[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] => 18651384
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/651384 | Augmenting machine learning language models using search engine results | Apr 29, 2024 | Issued |
Array
(
[id] => 19268109
[patent_doc_number] => 20240211813
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-06-27
[patent_title] => HIERARCHY OPTIMIZATION METHOD FOR MACHINE LEARNING
[patent_app_type] => utility
[patent_app_number] => 18/400779
[patent_app_country] => US
[patent_app_date] => 2023-12-29
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 6565
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[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] => 18400779
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/400779 | HIERARCHY OPTIMIZATION METHOD FOR MACHINE LEARNING | Dec 28, 2023 | Pending |
Array
(
[id] => 19190314
[patent_doc_number] => 20240169227
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-05-23
[patent_title] => SYSTEMS AND METHODS FOR EMBEDDING PROBLEMS INTO AN ANALOG PROCESSOR
[patent_app_type] => utility
[patent_app_number] => 18/536897
[patent_app_country] => US
[patent_app_date] => 2023-12-12
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 14856
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -16
[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] => 18536897
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/536897 | SYSTEMS AND METHODS FOR EMBEDDING PROBLEMS INTO AN ANALOG PROCESSOR | Dec 11, 2023 | Pending |
Array
(
[id] => 19811542
[patent_doc_number] => 12242936
[patent_country] => US
[patent_kind] => B2
[patent_issue_date] => 2025-03-04
[patent_title] => Automated comprehension and interest-based optimization of content
[patent_app_type] => utility
[patent_app_number] => 18/385559
[patent_app_country] => US
[patent_app_date] => 2023-10-31
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 8
[patent_figures_cnt] => 8
[patent_no_of_words] => 19135
[patent_no_of_claims] => 20
[patent_no_of_ind_claims] => 3
[patent_words_short_claim] => 129
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => patent
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18385559
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/385559 | Automated comprehension and interest-based optimization of content | Oct 30, 2023 | Issued |
Array
(
[id] => 19857496
[patent_doc_number] => 12260334
[patent_country] => US
[patent_kind] => B2
[patent_issue_date] => 2025-03-25
[patent_title] => Neural programming
[patent_app_type] => utility
[patent_app_number] => 18/497924
[patent_app_country] => US
[patent_app_date] => 2023-10-30
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 4
[patent_figures_cnt] => 4
[patent_no_of_words] => 4940
[patent_no_of_claims] => 20
[patent_no_of_ind_claims] => 3
[patent_words_short_claim] => 265
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => patent
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18497924
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/497924 | Neural programming | Oct 29, 2023 | Issued |
Array
(
[id] => 18957782
[patent_doc_number] => 20240046109
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-02-08
[patent_title] => APPARATUS AND METHODS FOR EXPANDING CLINICAL COHORTS FOR IMPROVED EFFICACY OF SUPERVISED LEARNING
[patent_app_type] => utility
[patent_app_number] => 18/230477
[patent_app_country] => US
[patent_app_date] => 2023-08-04
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 17514
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -18
[patent_words_short_claim] => 188
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18230477
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/230477 | APPARATUS AND METHODS FOR EXPANDING CLINICAL COHORTS FOR IMPROVED EFFICACY OF SUPERVISED LEARNING | Aug 3, 2023 | Pending |
Array
(
[id] => 19950466
[patent_doc_number] => 12321831
[patent_country] => US
[patent_kind] => B1
[patent_issue_date] => 2025-06-03
[patent_title] => Automated detection of content generated by artificial intelligence
[patent_app_type] => utility
[patent_app_number] => 18/358823
[patent_app_country] => US
[patent_app_date] => 2023-07-25
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 7
[patent_figures_cnt] => 7
[patent_no_of_words] => 4496
[patent_no_of_claims] => 22
[patent_no_of_ind_claims] => 3
[patent_words_short_claim] => 508
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => patent
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18358823
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/358823 | Automated detection of content generated by artificial intelligence | Jul 24, 2023 | Issued |
Array
(
[id] => 19661019
[patent_doc_number] => 20240428084
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-12-26
[patent_title] => REINFORCEMENT MACHINE LEARNING WITH HYPERPARAMETER TUNING
[patent_app_type] => utility
[patent_app_number] => 18/340457
[patent_app_country] => US
[patent_app_date] => 2023-06-23
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 9273
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 113
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18340457
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/340457 | REINFORCEMENT MACHINE LEARNING WITH HYPERPARAMETER TUNING | Jun 22, 2023 | Pending |
Array
(
[id] => 19174922
[patent_doc_number] => 20240160896
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-05-16
[patent_title] => PROPAGATING ATTENTION INFORMATION IN EFFICIENT MACHINE LEARNING MODELS
[patent_app_type] => utility
[patent_app_number] => 18/335685
[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] => 12407
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -32
[patent_words_short_claim] => 94
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18335685
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/335685 | PROPAGATING ATTENTION INFORMATION IN EFFICIENT MACHINE LEARNING MODELS | Jun 14, 2023 | Pending |
Array
(
[id] => 19645424
[patent_doc_number] => 20240419944
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-12-19
[patent_title] => SAMPLING OPERATIONS IN A COMPUTER VISION TOOL TO REGULATE DOWNSTREAM TASKS
[patent_app_type] => utility
[patent_app_number] => 18/209421
[patent_app_country] => US
[patent_app_date] => 2023-06-13
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 13415
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 95
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18209421
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/209421 | SAMPLING OPERATIONS IN A COMPUTER VISION TOOL TO REGULATE DOWNSTREAM TASKS | Jun 12, 2023 | Pending |
Array
(
[id] => 18614742
[patent_doc_number] => 20230281479
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2023-09-07
[patent_title] => OBJECT RECOGNITION METHOD AND APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM
[patent_app_type] => utility
[patent_app_number] => 18/195868
[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] => 19371
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -15
[patent_words_short_claim] => 215
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18195868
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/195868 | OBJECT RECOGNITION METHOD AND APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM | May 9, 2023 | Pending |
Array
(
[id] => 19617991
[patent_doc_number] => 20240403671
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-12-05
[patent_title] => METHODS AND APPARATUS FOR TIME-SERIES FORECASTING USING DEEP LEARNING MODELS OF A DEEP BELIEF NETWORK WITH QUANTUM COMPUTING
[patent_app_type] => utility
[patent_app_number] => 18/300707
[patent_app_country] => US
[patent_app_date] => 2023-04-14
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 20860
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -16
[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] => 18300707
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/300707 | Methods and apparatus for time-series forecasting using deep learning models of a deep belief network with quantum computing | Apr 13, 2023 | Issued |
Array
(
[id] => 19499593
[patent_doc_number] => 20240338611
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-10-10
[patent_title] => MODEL SELECTION IN ENSEMBLE LEARNING
[patent_app_type] => utility
[patent_app_number] => 18/131831
[patent_app_country] => US
[patent_app_date] => 2023-04-06
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 10059
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -16
[patent_words_short_claim] => 20
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18131831
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/131831 | MODEL SELECTION IN ENSEMBLE LEARNING | Apr 5, 2023 | Abandoned |
Array
(
[id] => 18532283
[patent_doc_number] => 20230237355
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2023-07-27
[patent_title] => METHOD AND APPARATUS FOR STOCHASTIC INFERENCE BETWEEN MULTIPLE RANDOM VARIABLES VIA COMMON REPRESENTATION
[patent_app_type] => utility
[patent_app_number] => 18/125897
[patent_app_country] => US
[patent_app_date] => 2023-03-24
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 7485
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 100
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18125897
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/125897 | METHOD AND APPARATUS FOR STOCHASTIC INFERENCE BETWEEN MULTIPLE RANDOM VARIABLES VIA COMMON REPRESENTATION | Mar 23, 2023 | Pending |
Array
(
[id] => 19228835
[patent_doc_number] => 12008473
[patent_country] => US
[patent_kind] => B2
[patent_issue_date] => 2024-06-11
[patent_title] => Augmenting machine learning language models using search engine results
[patent_app_type] => utility
[patent_app_number] => 18/104210
[patent_app_country] => US
[patent_app_date] => 2023-01-31
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 5
[patent_figures_cnt] => 5
[patent_no_of_words] => 7999
[patent_no_of_claims] => 20
[patent_no_of_ind_claims] => 3
[patent_words_short_claim] => 280
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => patent
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18104210
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/104210 | Augmenting machine learning language models using search engine results | Jan 30, 2023 | Issued |
Array
(
[id] => 18554289
[patent_doc_number] => 20230252302
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2023-08-10
[patent_title] => SEMI-SUPERVISED FRAMEWORK FOR EFFICIENT TIME-SERIES ORDINAL CLASSIFICATION
[patent_app_type] => utility
[patent_app_number] => 18/152238
[patent_app_country] => US
[patent_app_date] => 2023-01-10
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 6218
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[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] => 18152238
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/152238 | SEMI-SUPERVISED FRAMEWORK FOR EFFICIENT TIME-SERIES ORDINAL CLASSIFICATION | Jan 9, 2023 | Pending |
Array
(
[id] => 19304034
[patent_doc_number] => 20240232614
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-07-11
[patent_title] => MACHINE LEARNING SYSTEMS AND METHODS FOR METADATA CLASSIFICATION OF ELECTRONIC DATA
[patent_app_type] => utility
[patent_app_number] => 18/094856
[patent_app_country] => US
[patent_app_date] => 2023-01-09
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 13621
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -15
[patent_words_short_claim] => 222
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18094856
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/094856 | MACHINE LEARNING SYSTEMS AND METHODS FOR METADATA CLASSIFICATION OF ELECTRONIC DATA | Jan 8, 2023 | Pending |
Array
(
[id] => 18359554
[patent_doc_number] => 20230141145
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2023-05-11
[patent_title] => NEURAL NETWORK BUILDING METHOD AND APPARATUS
[patent_app_type] => utility
[patent_app_number] => 18/150748
[patent_app_country] => US
[patent_app_date] => 2023-01-05
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 19853
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -18
[patent_words_short_claim] => 94
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18150748
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/150748 | NEURAL NETWORK BUILDING METHOD AND APPARATUS | Jan 4, 2023 | Pending |
Array
(
[id] => 19251613
[patent_doc_number] => 20240202604
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-06-20
[patent_title] => MACHINE LEARNING TECHNIQUES FOR VALIDATING AND MUTATING OUTPUTS FROM PREDICTIVE SYSTEMS
[patent_app_type] => utility
[patent_app_number] => 18/081242
[patent_app_country] => US
[patent_app_date] => 2022-12-14
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 14707
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 238
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18081242
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/081242 | Machine learning techniques for validating and mutating outputs from predictive systems | Dec 13, 2022 | Issued |