Search

Li Wu Chang

Examiner (ID: 9239, Phone: (571)270-3809 , Office: P/2124 )

Most Active Art Unit
2124
Art Unit(s)
2129, 2124, 2142
Total Applications
892
Issued Applications
743
Pending Applications
55
Abandoned Applications
120

Applications

Application numberTitle of the applicationFiling DateStatus
Array ( [id] => 20079927 [patent_doc_number] => 12353996 [patent_country] => US [patent_kind] => B2 [patent_issue_date] => 2025-07-08 [patent_title] => Forecasting with deep state space models [patent_app_type] => utility [patent_app_number] => 17/407621 [patent_app_country] => US [patent_app_date] => 2021-08-20 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 5 [patent_figures_cnt] => 6 [patent_no_of_words] => 6552 [patent_no_of_claims] => 19 [patent_no_of_ind_claims] => 9 [patent_words_short_claim] => 310 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => patent [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17407621 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/407621
Forecasting with deep state space models Aug 19, 2021 Issued
Array ( [id] => 18193665 [patent_doc_number] => 20230047184 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2023-02-16 [patent_title] => TECHNIQUES FOR PREDICTION BASED MACHINE LEARNING MODELS [patent_app_type] => utility [patent_app_number] => 17/400905 [patent_app_country] => US [patent_app_date] => 2021-08-12 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 7992 [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] => 17400905 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/400905
TECHNIQUES FOR PREDICTION BASED MACHINE LEARNING MODELS Aug 11, 2021 Pending
Array ( [id] => 20215444 [patent_doc_number] => 12412098 [patent_country] => US [patent_kind] => B2 [patent_issue_date] => 2025-09-09 [patent_title] => Apparatus and method for neural architecture searching with target data [patent_app_type] => utility [patent_app_number] => 17/384050 [patent_app_country] => US [patent_app_date] => 2021-07-23 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 6 [patent_figures_cnt] => 6 [patent_no_of_words] => 3370 [patent_no_of_claims] => 34 [patent_no_of_ind_claims] => 3 [patent_words_short_claim] => 142 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => patent [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17384050 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/384050
Apparatus and method for neural architecture searching with target data Jul 22, 2021 Issued
Array ( [id] => 17372680 [patent_doc_number] => 20220027732 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2022-01-27 [patent_title] => METHOD AND APPARATUS FOR IMAGE RECOGNITION [patent_app_type] => utility [patent_app_number] => 17/376195 [patent_app_country] => US [patent_app_date] => 2021-07-15 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 9244 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -8 [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] => 17376195 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/376195
Method and apparatus for image recognition using dual-subnetwork architecture Jul 14, 2021 Issued
Array ( [id] => 17675534 [patent_doc_number] => 20220188701 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2022-06-16 [patent_title] => INTERPRETATION OF MACHINE LEARNING CLASSIFICATIONS IN CLINICAL DIAGNOSTICS USING SHAPELY VALUES AND USES THEREOF [patent_app_type] => utility [patent_app_number] => 17/360254 [patent_app_country] => US [patent_app_date] => 2021-06-28 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 18794 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -17 [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] => 17360254 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/360254
INTERPRETATION OF MACHINE LEARNING CLASSIFICATIONS IN CLINICAL DIAGNOSTICS USING SHAPELY VALUES AND USES THEREOF Jun 27, 2021 Pending
Array ( [id] => 18578076 [patent_doc_number] => 11734609 [patent_country] => US [patent_kind] => B1 [patent_issue_date] => 2023-08-22 [patent_title] => Customized predictive analytical model training [patent_app_type] => utility [patent_app_number] => 17/350991 [patent_app_country] => US [patent_app_date] => 2021-06-17 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 5 [patent_figures_cnt] => 5 [patent_no_of_words] => 9321 [patent_no_of_claims] => 15 [patent_no_of_ind_claims] => 3 [patent_words_short_claim] => 225 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => patent [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17350991 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/350991
Customized predictive analytical model training Jun 16, 2021 Issued
Array ( [id] => 18156918 [patent_doc_number] => 11569919 [patent_country] => US [patent_kind] => B2 [patent_issue_date] => 2023-01-31 [patent_title] => Quantum tomography and photon source optimization [patent_app_type] => utility [patent_app_number] => 17/351101 [patent_app_country] => US [patent_app_date] => 2021-06-17 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 7 [patent_figures_cnt] => 7 [patent_no_of_words] => 10884 [patent_no_of_claims] => 20 [patent_no_of_ind_claims] => 3 [patent_words_short_claim] => 127 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => patent [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17351101 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/351101
Quantum tomography and photon source optimization Jun 16, 2021 Issued
Array ( [id] => 18585039 [patent_doc_number] => 20230267303 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2023-08-24 [patent_title] => Method And Apparatus For Generating Weather Data Based On Machine Learning [patent_app_type] => utility [patent_app_number] => 18/012297 [patent_app_country] => US [patent_app_date] => 2021-06-15 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 16064 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -13 [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] => 18012297 [rel_patent_id] =>[rel_patent_doc_number] =>)
18/012297
Method and apparatus for generating weather data based on machine learning Jun 14, 2021 Issued
Array ( [id] => 17261560 [patent_doc_number] => 20210374545 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2021-12-02 [patent_title] => METHOD AND APPARATUS OF INCREASING KNOWLEDGE BASED ON UNCERTAINTY IN NEURAL NETWORKS [patent_app_type] => utility [patent_app_number] => 17/332464 [patent_app_country] => US [patent_app_date] => 2021-05-27 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 7566 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -13 [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] => 17332464 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/332464
Method and apparatus of increasing knowledge based on uncertainty in neural networks May 26, 2021 Issued
Array ( [id] => 17099332 [patent_doc_number] => 20210287123 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2021-09-16 [patent_title] => GENETIC ALGORITHM WITH DETERMINISTIC LOGIC [patent_app_type] => utility [patent_app_number] => 17/332906 [patent_app_country] => US [patent_app_date] => 2021-05-27 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 5716 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -12 [patent_words_short_claim] => 166 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17332906 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/332906
Genetic algorithm with deterministic logic May 26, 2021 Issued
Array ( [id] => 17203328 [patent_doc_number] => 20210343423 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2021-11-04 [patent_title] => MACHINE LEARNING MODELS IN LOCATION BASED EPISODE PREDICTION [patent_app_type] => utility [patent_app_number] => 17/329074 [patent_app_country] => US [patent_app_date] => 2021-05-24 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 9406 [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] => 17329074 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/329074
Machine learning models in location based episode prediction May 23, 2021 Issued
Array ( [id] => 17992331 [patent_doc_number] => 20220358368 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2022-11-10 [patent_title] => Generative Model for Inverse Design of Materials, Devices, and Structures [patent_app_type] => utility [patent_app_number] => 17/306003 [patent_app_country] => US [patent_app_date] => 2021-05-03 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 5329 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -18 [patent_words_short_claim] => 86 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17306003 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/306003
Generative model for inverse design of materials, devices, and structures May 2, 2021 Issued
Array ( [id] => 18803415 [patent_doc_number] => 11836574 [patent_country] => US [patent_kind] => B2 [patent_issue_date] => 2023-12-05 [patent_title] => Systems and methods for achieving orthogonal control of non-orthogonal qubit parameters [patent_app_type] => utility [patent_app_number] => 17/234469 [patent_app_country] => US [patent_app_date] => 2021-04-19 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 7 [patent_figures_cnt] => 7 [patent_no_of_words] => 21627 [patent_no_of_claims] => 16 [patent_no_of_ind_claims] => 2 [patent_words_short_claim] => 289 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => patent [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17234469 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/234469
Systems and methods for achieving orthogonal control of non-orthogonal qubit parameters Apr 18, 2021 Issued
Array ( [id] => 17173087 [patent_doc_number] => 20210326758 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2021-10-21 [patent_title] => TECHNIQUES FOR AUTOMATICALLY AND OBJECTIVELY IDENTIFYING INTENSE RESPONSES AND UPDATING DECISIONS RELATED TO INPUT/OUTPUT DEVICES ACCORDINGLY [patent_app_type] => utility [patent_app_number] => 17/233832 [patent_app_country] => US [patent_app_date] => 2021-04-19 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 9565 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -20 [patent_words_short_claim] => 124 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17233832 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/233832
TECHNIQUES FOR AUTOMATICALLY AND OBJECTIVELY IDENTIFYING INTENSE RESPONSES AND UPDATING DECISIONS RELATED TO INPUT/OUTPUT DEVICES ACCORDINGLY Apr 18, 2021 Abandoned
Array ( [id] => 17948298 [patent_doc_number] => 20220335317 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2022-10-20 [patent_title] => CLOUD WORKLOAD MANAGEMENT USING WORKLOAD PROFILES [patent_app_type] => utility [patent_app_number] => 17/232690 [patent_app_country] => US [patent_app_date] => 2021-04-16 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 15445 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -17 [patent_words_short_claim] => 91 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17232690 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/232690
Cloud workload management using workload profiles Apr 15, 2021 Issued
Array ( [id] => 16950784 [patent_doc_number] => 20210209476 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2021-07-08 [patent_title] => ANOMALY DETECTION USING A DIMENSIONAL-REDUCTION MODEL [patent_app_type] => utility [patent_app_number] => 17/209432 [patent_app_country] => US [patent_app_date] => 2021-03-23 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 23779 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -19 [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] => 17209432 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/209432
Anomaly detection using a dimensional-reduction model Mar 22, 2021 Issued
Array ( [id] => 16950785 [patent_doc_number] => 20210209477 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2021-07-08 [patent_title] => ANOMALY DETECTION USING A NON-MIRRORED DIMENSIONAL-REDUCTION MODEL [patent_app_type] => utility [patent_app_number] => 17/209508 [patent_app_country] => US [patent_app_date] => 2021-03-23 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 23780 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -22 [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] => 17209508 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/209508
Anomaly detection using a non-mirrored dimensional-reduction model Mar 22, 2021 Issued
Array ( [id] => 16935281 [patent_doc_number] => 20210201170 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2021-07-01 [patent_title] => SYSTEM AND METHOD FOR IMPLEMENTING AN ASSESSMENT TOOL [patent_app_type] => utility [patent_app_number] => 17/204202 [patent_app_country] => US [patent_app_date] => 2021-03-17 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 5727 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -15 [patent_words_short_claim] => 229 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17204202 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/204202
System and method for implementing an assessment tool for converting a regulation into a series of questions Mar 16, 2021 Issued
Array ( [id] => 19459410 [patent_doc_number] => 12099904 [patent_country] => US [patent_kind] => B2 [patent_issue_date] => 2024-09-24 [patent_title] => Uniform artificial intelligence model conversion [patent_app_type] => utility [patent_app_number] => 17/197361 [patent_app_country] => US [patent_app_date] => 2021-03-10 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 11 [patent_figures_cnt] => 11 [patent_no_of_words] => 9076 [patent_no_of_claims] => 25 [patent_no_of_ind_claims] => 5 [patent_words_short_claim] => 130 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => patent [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17197361 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/197361
Uniform artificial intelligence model conversion Mar 9, 2021 Issued
Array ( [id] => 19886071 [patent_doc_number] => 12271789 [patent_country] => US [patent_kind] => B2 [patent_issue_date] => 2025-04-08 [patent_title] => Interpretable model changes [patent_app_type] => utility [patent_app_number] => 17/197535 [patent_app_country] => US [patent_app_date] => 2021-03-10 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 6 [patent_figures_cnt] => 6 [patent_no_of_words] => 5809 [patent_no_of_claims] => 20 [patent_no_of_ind_claims] => 5 [patent_words_short_claim] => 136 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => patent [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17197535 [rel_patent_id] =>[rel_patent_doc_number] =>)
17/197535
Interpretable model changes Mar 9, 2021 Issued
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