
Luis A. Sitiriche
Examiner (ID: 15997, Phone: (571)270-1316 , Office: P/2122 )
| Most Active Art Unit | 2122 |
| Art Unit(s) | 2129, 2126, 2122 |
| Total Applications | 535 |
| Issued Applications | 396 |
| Pending Applications | 46 |
| Abandoned Applications | 104 |
Applications
| Application number | Title of the application | Filing Date | Status |
|---|---|---|---|
Array
(
[id] => 20764703
[patent_doc_number] => 20260161688
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2026-06-11
[patent_title] => AUTOMATED EXPERIMENTATION AND EVALUATION OF MACHINE LEARNING SOLUTIONS
[patent_app_type] => utility
[patent_app_number] => 19/412504
[patent_app_country] => US
[patent_app_date] => 2025-12-08
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 11227
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -19
[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] => 19412504
[rel_patent_id] =>[rel_patent_doc_number] =>) 19/412504 | AUTOMATED EXPERIMENTATION AND EVALUATION OF MACHINE LEARNING SOLUTIONS | Dec 7, 2025 | Pending |
Array
(
[id] => 20461342
[patent_doc_number] => 20260010771
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2026-01-08
[patent_title] => GENERATIVE ARTIFICIAL INTELLIGENCE MODEL SAFETY
[patent_app_type] => utility
[patent_app_number] => 19/329394
[patent_app_country] => US
[patent_app_date] => 2025-09-15
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 2457
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 82
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 19329394
[rel_patent_id] =>[rel_patent_doc_number] =>) 19/329394 | GENERATIVE ARTIFICIAL INTELLIGENCE MODEL SAFETY | Sep 14, 2025 | Pending |
Array
(
[id] => 20351860
[patent_doc_number] => 20250348712
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2025-11-13
[patent_title] => SYSTEM, NETWORK AND METHOD FOR SELECTIVE ACTIVATION OF A COMPUTING NETWORK
[patent_app_type] => utility
[patent_app_number] => 19/273417
[patent_app_country] => US
[patent_app_date] => 2025-07-18
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 2665
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -19
[patent_words_short_claim] => 60
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 19273417
[rel_patent_id] =>[rel_patent_doc_number] =>) 19/273417 | SYSTEM, NETWORK AND METHOD FOR SELECTIVE ACTIVATION OF A COMPUTING NETWORK | Jul 17, 2025 | Abandoned |
Array
(
[id] => 20461373
[patent_doc_number] => 20260010802
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2026-01-08
[patent_title] => COMPUTATIONALLY EFFICIENT FRAMEWORK FOR SEQUENCE-TO-SEQUENCE MODELING AND REINFORCEMENT LEARNING WITH DEEP HISTORY
[patent_app_type] => utility
[patent_app_number] => 19/257909
[patent_app_country] => US
[patent_app_date] => 2025-07-02
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 14667
[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] => 19257909
[rel_patent_id] =>[rel_patent_doc_number] =>) 19/257909 | Computationally efficient framework for sequence-to-sequence modeling and reinforcement learning with deep history | Jul 1, 2025 | Issued |
Array
(
[id] => 20828640
[patent_doc_number] => 12682211
[patent_country] => US
[patent_kind] => B2
[patent_issue_date] => 2026-07-14
[patent_title] => Optimizing key value cache for large language model inference
[patent_app_type] => utility
[patent_app_number] => 19/191984
[patent_app_country] => US
[patent_app_date] => 2025-04-28
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 3
[patent_figures_cnt] => 4
[patent_no_of_words] => 0
[patent_no_of_claims] => 20
[patent_no_of_ind_claims] => 3
[patent_words_short_claim] => 246
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => patent
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 19191984
[rel_patent_id] =>[rel_patent_doc_number] =>) 19/191984 | Optimizing key value cache for large language model inference | Apr 27, 2025 | Issued |
Array
(
[id] => 20782195
[patent_doc_number] => 20260170392
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2026-06-18
[patent_title] => Training AI Models with Synthetic and Real-World Filmmaking Data
[patent_app_type] => utility
[patent_app_number] => 18/959354
[patent_app_country] => US
[patent_app_date] => 2024-11-25
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 35159
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -14
[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] => 18959354
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/959354 | Training AI Models with Synthetic and Real-World Filmmaking Data | Nov 24, 2024 | Pending |
Array
(
[id] => 19726878
[patent_doc_number] => 20250029629
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2025-01-23
[patent_title] => PRE-TRAINED MACHINE LEARNING MODELS FOR REAL-TIME SPEECH FORM CONVERSION
[patent_app_type] => utility
[patent_app_number] => 18/775232
[patent_app_country] => US
[patent_app_date] => 2024-07-17
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 11153
[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] => 18775232
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/775232 | Pre-trained machine learning models for real- time speech form conversion | Jul 16, 2024 | Issued |
Array
(
[id] => 19740352
[patent_doc_number] => 12217188
[patent_country] => US
[patent_kind] => B2
[patent_issue_date] => 2025-02-04
[patent_title] => Method and device for user grouping and resource allocation in NOMA-MEC system based
[patent_app_type] => utility
[patent_app_number] => 18/637313
[patent_app_country] => US
[patent_app_date] => 2024-04-16
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 2
[patent_figures_cnt] => 2
[patent_no_of_words] => 5363
[patent_no_of_claims] => 2
[patent_no_of_ind_claims] => 1
[patent_words_short_claim] => 1758
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => patent
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18637313
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/637313 | Method and device for user grouping and resource allocation in NOMA-MEC system based | Apr 15, 2024 | Issued |
Array
(
[id] => 20131397
[patent_doc_number] => 12373712
[patent_country] => US
[patent_kind] => B2
[patent_issue_date] => 2025-07-29
[patent_title] => Artificial intelligence model inference and tuning peer-to-peer network system
[patent_app_type] => utility
[patent_app_number] => 18/412698
[patent_app_country] => US
[patent_app_date] => 2024-01-15
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 14
[patent_figures_cnt] => 14
[patent_no_of_words] => 7617
[patent_no_of_claims] => 20
[patent_no_of_ind_claims] => 3
[patent_words_short_claim] => 215
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => patent
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18412698
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/412698 | Artificial intelligence model inference and tuning peer-to-peer network system | Jan 14, 2024 | Issued |
Array
(
[id] => 19523236
[patent_doc_number] => 12124967
[patent_country] => US
[patent_kind] => B1
[patent_issue_date] => 2024-10-22
[patent_title] => Apparatus and method for generating a solution
[patent_app_type] => utility
[patent_app_number] => 18/402361
[patent_app_country] => US
[patent_app_date] => 2024-01-02
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 8
[patent_figures_cnt] => 8
[patent_no_of_words] => 22965
[patent_no_of_claims] => 20
[patent_no_of_ind_claims] => 2
[patent_words_short_claim] => 224
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => patent
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18402361
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/402361 | Apparatus and method for generating a solution | Jan 1, 2024 | Issued |
Array
(
[id] => 19053561
[patent_doc_number] => 20240095530
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-03-21
[patent_title] => SYSTEMS AND METHODS FOR AUTOMATED RESERVATION REBOOKING
[patent_app_type] => utility
[patent_app_number] => 18/521722
[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] => 18375
[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] => 18521722
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/521722 | SYSTEMS AND METHODS FOR AUTOMATED RESERVATION REBOOKING | Nov 27, 2023 | Pending |
Array
(
[id] => 19950494
[patent_doc_number] => 12321860
[patent_country] => US
[patent_kind] => B1
[patent_issue_date] => 2025-06-03
[patent_title] => System, network and method for selective activation of a computing network involving super-imposable stochastic graphs
[patent_app_type] => utility
[patent_app_number] => 18/514467
[patent_app_country] => US
[patent_app_date] => 2023-11-20
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 7
[patent_figures_cnt] => 13
[patent_no_of_words] => 6027
[patent_no_of_claims] => 25
[patent_no_of_ind_claims] => 4
[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] => 18514467
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/514467 | System, network and method for selective activation of a computing network involving super-imposable stochastic graphs | Nov 19, 2023 | Issued |
Array
(
[id] => 20144279
[patent_doc_number] => 12378610
[patent_country] => US
[patent_kind] => B2
[patent_issue_date] => 2025-08-05
[patent_title] => Systems and methods for preprocessing target data and generating predictions using a machine learning model
[patent_app_type] => utility
[patent_app_number] => 18/506690
[patent_app_country] => US
[patent_app_date] => 2023-11-10
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 7
[patent_figures_cnt] => 8
[patent_no_of_words] => 13360
[patent_no_of_claims] => 19
[patent_no_of_ind_claims] => 3
[patent_words_short_claim] => 118
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => patent
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18506690
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/506690 | Systems and methods for preprocessing target data and generating predictions using a machine learning model | Nov 9, 2023 | Issued |
Array
(
[id] => 18811218
[patent_doc_number] => 20230385554
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2023-11-30
[patent_title] => SUPERVISED MACHINE LEARNING FOR AUTOMATED ASSISTANTS
[patent_app_type] => utility
[patent_app_number] => 18/233674
[patent_app_country] => US
[patent_app_date] => 2023-08-14
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 6513
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 200
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18233674
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/233674 | SUPERVISED MACHINE LEARNING FOR AUTOMATED ASSISTANTS | Aug 13, 2023 | Pending |
Array
(
[id] => 18471845
[patent_doc_number] => 20230206131
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2023-06-29
[patent_title] => CLUSTERING ANALYSIS FOR DEDUPLICATION OF TRAINING SET SAMPLES FOR MACHINE LEARNING BASED COMPUTER THREAT ANALYSIS
[patent_app_type] => utility
[patent_app_number] => 18/179248
[patent_app_country] => US
[patent_app_date] => 2023-03-06
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 6121
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 143
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18179248
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/179248 | CLUSTERING ANALYSIS FOR DEDUPLICATION OF TRAINING SET SAMPLES FOR MACHINE LEARNING BASED COMPUTER THREAT ANALYSIS | Mar 5, 2023 | Pending |
Array
(
[id] => 19268075
[patent_doc_number] => 20240211779
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-06-27
[patent_title] => MACHINE LEARNING TECHNIQUES FOR MAINTAINING OPTIMUM NUMBER OF RESOURCES FOR DISTRUBUTION TO SELECTED ENTITIES BASED ON NON-CAUSAL INFERENCE
[patent_app_type] => utility
[patent_app_number] => 18/086751
[patent_app_country] => US
[patent_app_date] => 2022-12-22
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 11108
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 295
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18086751
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/086751 | MACHINE LEARNING TECHNIQUES FOR MAINTAINING OPTIMUM NUMBER OF RESOURCES FOR DISTRUBUTION TO SELECTED ENTITIES BASED ON NON-CAUSAL INFERENCE | Dec 21, 2022 | Pending |
Array
(
[id] => 18320815
[patent_doc_number] => 20230118943
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2023-04-20
[patent_title] => NEUROMORPHIC SYSTEM AND OPERATING METHOD THEREOF
[patent_app_type] => utility
[patent_app_number] => 18/081837
[patent_app_country] => US
[patent_app_date] => 2022-12-15
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 12711
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => 0
[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] => 18081837
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/081837 | NEUROMORPHIC SYSTEM AND OPERATING METHOD THEREOF | Dec 14, 2022 | Pending |
Array
(
[id] => 19129888
[patent_doc_number] => 20240135241
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-04-25
[patent_title] => INTELLIGENT DEVICE DATA FILTER FOR MACHINE LEARNING
[patent_app_type] => utility
[patent_app_number] => 18/048610
[patent_app_country] => US
[patent_app_date] => 2022-10-20
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 10854
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 157
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18048610
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/048610 | INTELLIGENT DEVICE DATA FILTER FOR MACHINE LEARNING | Oct 20, 2022 | Pending |
Array
(
[id] => 19129888
[patent_doc_number] => 20240135241
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2024-04-25
[patent_title] => INTELLIGENT DEVICE DATA FILTER FOR MACHINE LEARNING
[patent_app_type] => utility
[patent_app_number] => 18/048610
[patent_app_country] => US
[patent_app_date] => 2022-10-20
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 10854
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -17
[patent_words_short_claim] => 157
[patent_maintenance] => 1
[patent_no_of_assignments] => 0
[patent_current_assignee] =>[type] => publication
[pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18048610
[rel_patent_id] =>[rel_patent_doc_number] =>) 18/048610 | INTELLIGENT DEVICE DATA FILTER FOR MACHINE LEARNING | Oct 19, 2022 | Pending |
Array
(
[id] => 18284793
[patent_doc_number] => 20230100265
[patent_country] => US
[patent_kind] => A1
[patent_issue_date] => 2023-03-30
[patent_title] => METHODS AND SYSTEMS FOR INTEGRATION OF EXTERNAL CALCULATIONS TO CORE HEURISTIC ALGORITHMS
[patent_app_type] => utility
[patent_app_number] => 17/952698
[patent_app_country] => US
[patent_app_date] => 2022-09-26
[patent_effective_date] => 0000-00-00
[patent_drawing_sheets_cnt] => 0
[patent_figures_cnt] => 0
[patent_no_of_words] => 9857
[patent_no_of_claims] => 0
[patent_no_of_ind_claims] => -15
[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] => 17952698
[rel_patent_id] =>[rel_patent_doc_number] =>) 17/952698 | METHODS AND SYSTEMS FOR INTEGRATION OF EXTERNAL CALCULATIONS TO CORE HEURISTIC ALGORITHMS | Sep 25, 2022 | Pending |