Fred H. Mull

Array ( [id] => 18990140 [patent_doc_number] => 20240062109 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2024-02-22 [patent_title] => ROBUSTNESS EVALUATION DEVICE, ROBUSTNESS EVALUATION METHOD AND RECORDING MEDIUM [patent_app_type] => utility [patent_app_number] => 18/383501 [patent_app_country] => US [patent_app_date] => 2023-10-25 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 11995 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -12 [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] => 18383501 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 19451555 [patent_doc_number] => 20240311685 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2024-09-19 [patent_title] => APPARATUS AND METHODS TO PROVIDE INFORMATION SECURITY FOR A MACHINE LEANRING (ML) MODEL BY GENERATING AN EXPLANATION FOR THE ML MODEL WITHOUT ACCESSING THE ML MODEL [patent_app_type] => utility [patent_app_number] => 18/185088 [patent_app_country] => US [patent_app_date] => 2023-03-16 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 8209 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -17 [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] => 18185088 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 18847565 [patent_doc_number] => 20230409969 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2023-12-21 [patent_title] => Providing Fairness in Fine-Tuning of Pre-Trained Language Models [patent_app_type] => utility [patent_app_number] => 18/176374 [patent_app_country] => US [patent_app_date] => 2023-02-28 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 6825 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -17 [patent_words_short_claim] => 129 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18176374 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 19383528 [patent_doc_number] => 20240273398 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2024-08-15 [patent_title] => APPARATUS, METHOD, AND COMPUTER PROGRAM PRODUCT FOR CONFIGURATION, ASSOCIATION, REGISTRATION, TRAINING, AND MONITORING OF MACHINE LEARNING MODELS FOR OPERATIONAL SYSTEMS [patent_app_type] => utility [patent_app_number] => 18/167955 [patent_app_country] => US [patent_app_date] => 2023-02-13 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 25980 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -17 [patent_words_short_claim] => 239 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18167955 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 19320527 [patent_doc_number] => 20240242071 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2024-07-18 [patent_title] => ACCELERATOR CIRCUIT, SEMICONDUCTOR DEVICE, AND METHOD FOR ACCELERATING CONVOLUTION CALCULATION IN CONVOLUTIONAL NEURAL NETWORK [patent_app_type] => utility [patent_app_number] => 18/156369 [patent_app_country] => US [patent_app_date] => 2023-01-18 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 6144 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -17 [patent_words_short_claim] => 79 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18156369 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 18438820 [patent_doc_number] => 20230186115 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2023-06-15 [patent_title] => MACHINE LEARNING MODELS FOR DATA DEVELOPMENT AND PROVIDING USER INTERACTION POLICIES [patent_app_type] => utility [patent_app_number] => 18/066254 [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] => 20080 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -17 [patent_words_short_claim] => 142 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18066254 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 18422944 [patent_doc_number] => 20230177408 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2023-06-08 [patent_title] => TRAINING MACHINE LEARNING MODELS TO PREDICT FIRE BEHAVIOR [patent_app_type] => utility [patent_app_number] => 18/075723 [patent_app_country] => US [patent_app_date] => 2022-12-06 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 8557 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -15 [patent_words_short_claim] => 126 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18075723 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 19190550 [patent_doc_number] => 20240169463 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2024-05-23 [patent_title] => MIXTURE-OF-EXPERTS LAYER WITH DYNAMIC GATING [patent_app_type] => utility [patent_app_number] => 18/054451 [patent_app_country] => US [patent_app_date] => 2022-11-10 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 26825 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -17 [patent_words_short_claim] => 165 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 18054451 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 18285316 [patent_doc_number] => 20230100788 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2023-03-30 [patent_title] => SERVER AND METHOD FOR PROVIDING RECOMMENDATION CONTENT [patent_app_type] => utility [patent_app_number] => 17/974089 [patent_app_country] => US [patent_app_date] => 2022-10-26 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 21117 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -18 [patent_words_short_claim] => 228 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17974089 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 19053548 [patent_doc_number] => 20240095517 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2024-03-21 [patent_title] => FRAMEWORK FOR COMPRESSION-AWARE TRAINING OF NEURAL NETWORKS [patent_app_type] => utility [patent_app_number] => 17/949082 [patent_app_country] => US [patent_app_date] => 2022-09-20 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 5236 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -17 [patent_words_short_claim] => 83 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17949082 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 18199384 [patent_doc_number] => 20230052903 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2023-02-16 [patent_title] => SYSTEM AND METHOD FOR MULTI-TASK LIFELONG LEARNING ON PERSONAL DEVICE WITH IMPROVED USER EXPERIENCE [patent_app_type] => utility [patent_app_number] => 17/947937 [patent_app_country] => US [patent_app_date] => 2022-09-19 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 12487 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -17 [patent_words_short_claim] => 184 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17947937 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 18742243 [patent_doc_number] => 20230351225 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2023-11-02 [patent_title] => MACHINE LEARNING-BASED USER SELECTION PREDICTION BASED ON SEQUENCE OF PRIOR USER SELECTIONS [patent_app_type] => utility [patent_app_number] => 17/947117 [patent_app_country] => US [patent_app_date] => 2022-09-17 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 5984 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -17 [patent_words_short_claim] => 80 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17947117 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 19053544 [patent_doc_number] => 20240095513 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2024-03-21 [patent_title] => FEDERATED LEARNING SURROGATION WITH TRUSTED SERVER [patent_app_type] => utility [patent_app_number] => 17/932809 [patent_app_country] => US [patent_app_date] => 2022-09-16 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 10874 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -26 [patent_words_short_claim] => 53 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17932809 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 18819959 [patent_doc_number] => 20230394299 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2023-12-07 [patent_title] => METHOD, COMPUTING DEVICE AND COMPUTER-READABLE MEDIUM FOR CLASSIFICATION OF ENCRYPTED DATA USING DEEP LEARNING MODEL [patent_app_type] => utility [patent_app_number] => 17/945004 [patent_app_country] => US [patent_app_date] => 2022-09-14 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 10564 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -5 [patent_words_short_claim] => 138 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17945004 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 18881764 [patent_doc_number] => 20240005133 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2024-01-04 [patent_title] => HARDWARE ACCELERATION FRAMEWORK FOR GRAPH NEURAL NETWORK QUANTIZATION [patent_app_type] => utility [patent_app_number] => 17/899557 [patent_app_country] => US [patent_app_date] => 2022-08-30 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 10317 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -18 [patent_words_short_claim] => 249 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17899557 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 18487301 [patent_doc_number] => 20230214647 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2023-07-06 [patent_title] => METHOD OF TRAINING SOUND RECOGNITION MODEL, METHOD OF RECOGNIZING SOUND, AND ELECTRONIC DEVICE FOR PERFORMING THE METHODS [patent_app_type] => utility [patent_app_number] => 17/869242 [patent_app_country] => US [patent_app_date] => 2022-07-20 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 7570 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -12 [patent_words_short_claim] => 129 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17869242 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 18023277 [patent_doc_number] => 20220374776 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2022-11-24 [patent_title] => METHOD AND SYSTEM FOR FEDERATED LEARNING, ELECTRONIC DEVICE, AND COMPUTER READABLE MEDIUM [patent_app_type] => utility [patent_app_number] => 17/868113 [patent_app_country] => US [patent_app_date] => 2022-07-19 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 8667 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -16 [patent_words_short_claim] => 87 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17868113 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 18614690 [patent_doc_number] => 20230281427 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2023-09-07 [patent_title] => PRIVACY PRESERVING GENERATIVE MECHANISM FOR INDUSTRIAL TIME-SERIES DATA DISCLOSURE [patent_app_type] => utility [patent_app_number] => 17/804682 [patent_app_country] => US [patent_app_date] => 2022-05-31 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 9742 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -4 [patent_words_short_claim] => 227 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17804682 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 17795416 [patent_doc_number] => 20220254508 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2022-08-11 [patent_title] => METHOD FOR IDENTIFYING MANIFOLD CLUSTERS USING STATISTICALLY SIGNIFICANT ASSOCIATION PATTERNS [patent_app_type] => utility [patent_app_number] => 17/720537 [patent_app_country] => US [patent_app_date] => 2022-04-14 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 7387 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -10 [patent_words_short_claim] => 424 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17720537 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 18630723 [patent_doc_number] => 20230289618 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2023-09-14 [patent_title] => PERFORMING KNOWLEDGE GRAPH EMBEDDING USING A PREDICTION MODEL [patent_app_type] => utility [patent_app_number] => 17/690762 [patent_app_country] => US [patent_app_date] => 2022-03-09 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 10704 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -22 [patent_words_short_claim] => 175 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17690762 [rel_patent_id] =>[rel_patent_doc_number] =>)