Search

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 numberTitle of the applicationFiling DateStatus
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
Menu