USPTO Art Unit 2122 Prosecution Statistics

Art Unit Information

Art Unit: 2122
Group: 2120
Tech Center: 2100
Total Cases: 4,972
Last Active: July 2024

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
18763705SYSTEMS AND METHODS FOR DEVELOPING A KNOWLEDGE BASE COMPRISED OF MULTI-MODAL DATA FROM MYRIAD SOURCESJuly 2024January 2025Allow610NoNo
18609844APPARATUS AND METHOD FOR LOCAL OPTIMIZATION USING UNSUPERVISED LEARNINGMarch 2024March 2025Allow1230YesNo
18419807SYSTEM AND METHOD FOR ESTABLISHING CONTEXTUAL LINKS BETWEEN DATA IN A CONSTRUCTION ENVIRONMENTJanuary 2024December 2024Allow1110YesNo
18420423SYSTEMS, METHODS, AND COMPUTER READABLE MEDIA FOR VISUALIZATION OF SEMANTIC INFORMATION AND INFERENCE OF TEMPORAL SIGNALS INDICATING SALIENT ASSOCIATIONS BETWEEN LIFE SCIENCE ENTITIESJanuary 2024April 2025Abandon1410YesNo
18406073Rejecting Biased Data Using A Machine Learning ModelJanuary 2024April 2025Abandon1510NoNo
18393780METHODS, ARCHITECTURES AND SYSTEMS FOR PROGRAM DEFINED SYSTEMSDecember 2023July 2024Allow710NoNo
18541047ARCHITECTURES, SYSTEMS AND METHODS FOR PROGRAM DEFINED TRANSACTION SYSTEM AND DECENTRALIZED CRYPTOCURRENCY SYSTEMDecember 2023March 2024Allow300YesNo
18466751PREDICTING LIKELIHOODS OF CONDITIONS BEING SATISFIED USING NEURAL NETWORKSSeptember 2023April 2024Allow700NoNo
18353121LONG-TERM STREAMFLOW FORECAST METHOD AND SYSTEM BASED ON PROCESS-DATA SYNERGIC DRIVEJuly 2023November 2023Allow400NoNo
18350675PERFORMANCE METRICS OF RUN-TIME PREDICTIONS OF AUTOMATED MACHINE LEARNING (AUTOML) MODELS RUN ON ACTUAL HARDWARE PROCESSORSJuly 2023October 2023Allow300NoNo
18217510Internet Of Things (IOT) Big Data Artificial Intelligence Expert System Information Management And Control Systems And MethodsJune 2023June 2024Allow1100YesNo
18215297SUPERVISORY SYSTEMS FOR GENERATIVE ARTIFICIAL INTELLIGENCE MODELSJune 2023February 2024Allow810NoNo
18339658ELECTRO-OPTICAL DEVICES AND METHODS FOR IDENTIFYING AND INDUCING TOPOLOGICAL STATES FORMED AMONG INTERCONNECTING NEURAL MODULESJune 2023April 2024Allow1000YesNo
18334235Systems and Methods for Providing User Experiences on Smart Assistant SystemsJune 2023September 2024Abandon1500NoNo
18321632AUTOMATIC SEISMIC FACIES IDENTIFICATION METHOD BASED ON COMBINATION OF SELF-ATTENTION MECHANISM AND U-SHAPE NETWORK ARCHITECTUREMay 2023December 2023Allow710NoNo
18313050System and Method for Predicting Fine-Grained Adversarial Multi-Agent MotionMay 2023June 2025Allow2540YesNo
18137972MODEL INTERPRETATIONApril 2023May 2024Allow1310YesNo
18137940ENVIRONMENTAL CONDITION-BASED RISK LEVELApril 2023July 2025Allow2620YesNo
18132509Discriminative Cosine Embedding in Machine LearningApril 2023July 2024Allow1510NoNo
18122338INTEGRATED HOSPITAL LOGISTICS MANAGEMENT SYSTEM USING AI TECHNOLOGY, AND INTEGRATED HOSPITAL LOGISTICS MANAGEMENT METHOD USING SAMEMarch 2023July 2023Allow400NoNo
18184011FEDERATED MACHINE LEARNING IN ADAPTIVE TRAINING SYSTEMSMarch 2023September 2023Allow600NoNo
18116303INTERACTIVE ELECTRONIC DEVICE FOR PERFORMING FUNCTIONS OF PROVIDING RESPONSES TO QUESTIONS FROM USERS AND REAL-TIME CONVERSATION WITH THE USERS USING MODELS LEARNED BY DEEP LEARNING TECHNIQUE AND OPERATING METHOD THEREOFMarch 2023March 2024Abandon1220NoNo
18168794KNOWLEDGE TRANSFER BETWEEN RECURRENT NEURAL NETWORKSFebruary 2023July 2024Allow1720YesNo
18162291FUNCTION CREATION FOR DATABASE EXECUTION OF DEEP LEARNING MODELJanuary 2023November 2023Allow1010NoNo
18099289ARCHITECTURES, SYSTEMS AND METHODS FOR PROGRAM DEFINED SYSTEMJanuary 2023April 2024Abandon1420NoNo
18097721APPARATUS AND METHOD FOR OPERATION OF A SUPERVISORY PLATFORMJanuary 2023June 2024Abandon1730YesNo
18150495TRUSTED DECISION SUPPORT SYSTEM AND METHODJanuary 2023October 2024Abandon2110NoNo
18081403Adaptive Optimization with Improved ConvergenceDecember 2022September 2024Allow2130YesNo
18071806REGULARIZING MACHINE LEARNING MODELSNovember 2022November 2023Allow1210YesNo
17988089SYNAPSE MEMORYNovember 2022September 2024Allow2210NoNo
17985061NEURAL NETWORK ACCELERATOR WITH PARAMETERS RESIDENT ON CHIPNovember 2022March 2023Allow500YesNo
17978025Systems and Methods for Neural Networks Allocating CapitalOctober 2022June 2025Abandon3210NoNo
18049995TRAINING NEURAL NETWORKS TO GENERATE STRUCTURED EMBEDDINGSOctober 2022June 2023Allow710NoNo
18046301RUNTIME RECONFIGURABLE NEURAL NETWORK PROCESSOR COREOctober 2022March 2024Allow1810NoNo
17897421Parallel Development and Deployment for Machine Learning ModelsAugust 2022May 2024Allow2110NoNo
17893416Method, device and computer readable storage medium for estimating SOC of lithium batteryAugust 2022September 2024Abandon2540YesNo
17890953Distributed Machine Learning Systems, Apparatus, And MethodsAugust 2022February 2023Allow610NoNo
17815744INTEGRATED MACHINE LEARNING AND RULES PLATFORM FOR IMPROVED ACCURACY AND ROOT CAUSE ANALYSISJuly 2022March 2023Allow810YesNo
17842917KNOWLEDGE INFERENCE ENGINE SYSTEM AND METHOD OF IMPLEMENTATIONJune 2022September 2022Allow300NoNo
17662697Knowledge Space AnalyticsMay 2022December 2022Allow700NoNo
17730518VIDEO AUGMENTATION APPARATUS AND A METHOD FOR ITS USEApril 2022August 2023Allow1620YesNo
17717490ARCHITECTURES, SYSTEMS AND METHODS FOR PROGRAM DEFINED TRANSACTION SYSTEM AND DECENTRALIZED CRYPTOCURRENCY SYSTEMApril 2022June 2022Allow200NoNo
17685559ENCODING AND RECONSTRUCTING INPUTS USING NEURAL NETWORKSMarch 2022August 2023Allow1710NoNo
17591022MACHINE LEARNING ARTIFICIAL INTELLIGENCE SYSTEM FOR PREDICTING HOURS OF OPERATIONFebruary 2022November 2023Allow2210NoNo
17649510Rejecting Biased Data Using A Machine Learning ModelJanuary 2022April 2025Abandon3930NoNo
17576443CHURN PREDICTION WITH MACHINE LEARNINGJanuary 2022October 2024Abandon3340YesNo
17563656SYSTEMS, METHODS AND APPARATUS FOR GENERATING MUSIC RECOMMENDATIONS BASED ON COMBINING SONG AND USER INFLUENCERS WITH CHANNEL RULE CHARACTERIZATIONSDecember 2021October 2023Allow2210NoNo
17538252UNIFIED ARTIFICIAL INTELLIGENCE MODEL FOR MULTIPLE CUSTOMER VALUE VARIABLE PREDICTIONNovember 2021May 2024Allow3030YesNo
17456804SYSTEM AND METHOD FOR SPECIFYING RULES FOR OPERATIONAL SYSTEMSNovember 2021September 2024Abandon3440YesNo
17455623LEARNING COACH FOR MACHINE LEARNING SYSTEMNovember 2021March 2022Allow400YesNo
17529142SYSTEM AND METHOD FOR AUTOMATIC BUILDING OF LEARNING MACHINES USING LEARNING MACHINESNovember 2021April 2023Abandon1710NoNo
17519815METHOD OF CONSTRUCTING NETWORK MODEL FOR DEEP LEARNING, DEVICE, AND STORAGE MEDIUMNovember 2021May 2025Allow4200NoNo
17514677HYBRID APPROACH TO APPROXIMATE STRING MATCHING USING MACHINE LEARNINGOctober 2021February 2023Allow1610NoNo
17606802LEARNING APPARATUS, ESTIMATION APPARATUS, LEARNING METHOD, ESTIMATION METHOD, AND PROGRAMOctober 2021May 2025Abandon4310NoNo
17506798AUTOMATIC OPTIMIZATION METHOD AND AUTOMATIC OPTIMIZATION SYSTEM OF DIAGNOSIS MODELOctober 2021June 2025Abandon4410NoNo
17601857LEARNING DEVICE, LEARNING METHOD, AND NON-TRANSITORY COMPUTER-READABLE MEDIUMOctober 2021June 2025Abandon4410YesNo
17492504DIAGNOSING SOURCES OF NOISE IN AN EVALUATIONOctober 2021April 2022Allow710NoNo
17492498INFINITELY SCALING A/B TESTINGOctober 2021July 2023Abandon2220NoNo
17491625MINING TEXTUAL FEEDBACKOctober 2021March 2024Allow3010NoNo
17479858TECHNIQUES TO MANAGE TRAINING OR TRAINED MODELS FOR DEEP LEARNING APPLICATIONSSeptember 2021March 2025Abandon4120NoNo
17477423ENVIRONMENT FACTOR CONTROL DEVICE AND TRAINING METHOD THEREOFSeptember 2021September 2023Allow2420YesNo
17475137REGULARIZED NEURAL NETWORK ARCHITECTURE SEARCHSeptember 2021January 2023Allow1610NoNo
17472635IMAGING SYSTEMS WITH HYBRID LEARNINGSeptember 2021May 2023Abandon2020NoNo
17460674KNOWLEDGE GRAPH WEIGHTING DURING CHATBOT SESSIONSAugust 2021February 2024Allow2910NoNo
17459091BEHAVIOUR MODELING, VERIFICATION, AND AUTONOMOUS ACTIONS AND TRIGGERS OF ML AND AI SYSTEMSAugust 2021March 2023Allow1830YesNo
17459834USING ARTIFICIAL INTELLIGENCE TO DESIGN A PRODUCTAugust 2021January 2023Allow1700YesNo
17410608METHOD OF INTERACTIVELY IMPROVING AN AI MODEL GENERALIZATION USING AUTOMATED FEATURE SUGGESTION WITH A USERAugust 2021July 2025Abandon4610NoNo
17410289ARTIFICIAL NEURAL NETWORKAugust 2021May 2025Abandon4510NoNo
17395622ARCHITECTURES, SYSTEMS AND METHODS FOR PROGRAM DEFINED TRANSACTION SYSTEM AND DECENTRALIZED CRYPTOCURRENCY SYSTEMAugust 2021December 2021Allow500NoNo
17310420METHOD AND SYSTEM FOR CONVOLUTION MODEL MULTI-MODE HARDWARE ACCELERATORAugust 2021January 2025Abandon4110NoNo
17372391WEBINTERFACE GENERATION AND TESTING USING ARTIFICIAL NEURAL NETWORKSJuly 2021March 2024Allow3320NoNo
17368941DISTRIBUTED CLASSIFICATION COMPUTING SYSTEMJuly 2021September 2021Allow200NoNo
17369757SYSTEMS, METHODS, AND COMPUTER READABLE MEDIA FOR VISUALIZATION OF SEMANTIC INFORMATION AND INFERENCE OF TEMPORAL SIGNALS INDICATING SALIENT ASSOCIATIONS BETWEEN LIFE SCIENCE ENTITIESJuly 2021October 2023Allow2710YesNo
17368043Computer-Implemented, User-Controlled Method of Automatically Organizing, Storing, and Sharing Personal InformationJuly 2021September 2022Abandon1420YesYes
17363525INFORMATION PROCESSING METHOD, ELECTRONIC DEVICE, AND COMPUTER STORAGE MEDIUMJune 2021June 2025Abandon4710NoNo
17363605MACHINE MODEL GENERATION SYSTEMS AND METHODSJune 2021September 2023Allow2710YesNo
17362747IMPLEMENTING NEURAL NETWORKS THAT INCLUDE CONNECTIVITY NEURAL NETWORK LAYERS USING SYNAPTIC CONNECTIVITYJune 2021April 2025Abandon4510NoNo
17360878COMPARATIVE FEATURES FOR MACHINE LEARNING BASED CLASSIFICATIONJune 2021March 2025Abandon4510NoNo
17361007MODEL REUSE-BASED MODEL PREDICTIONJune 2021November 2022Abandon1620YesNo
17356447PRIVACY-PRESERVING COLLABORATIVE MACHINE LEARNING TRAINING USING DISTRIBUTED EXECUTABLE FILE PACKAGES IN AN UNTRUSTED ENVIRONMENTJune 2021May 2025Allow4710NoNo
17355806Cognitive Machine Learning System for Mixed Mode AviationJune 2021June 2025Abandon4810NoNo
17354873METHOD AND APPARATUS FOR DETERMINING NETWORK MODEL PRUNING STRATEGY, DEVICE AND STORAGE MEDIUMJune 2021March 2025Abandon4410NoNo
17351018METHODS FOR CONVERTING HIERARCHICAL DATAJune 2021April 2025Allow4620YesNo
17342540AIDS FOR PORTING PREDICTIVE MODELS ACROSS TENANTS AND HANDLING IMPACT OF SOURCE CHANGES ON PREDICTIVE MODELSJune 2021December 2023Allow3010NoNo
17338985RANDOM FOREST CLASSIFIER CLASS ASSOCIATION RULE MININGJune 2021March 2025Abandon4510NoNo
17337726SYSTEM AND METHOD OF BUILDING A PREDICTIVE AI MODEL FOR AUTOMATICALLY GENERATING A TABULAR DATA PREDICTIONJune 2021January 2025Abandon4410NoNo
17338093REINFORCEMENT LEARNING ALGORITHM SEARCHJune 2021June 2025Allow4920YesNo
17338661PREDICTION METHOD FOR SYSTEM ERRORSJune 2021June 2025Abandon4920NoNo
17332696UNSUPERVISED LEARNING METHOD FOR GENERAL INVERSE PROBLEM AND APPARATUS THEREFORMay 2021October 2024Allow4010NoNo
17295765METHOD AND DEVICE FOR CLASSIFYING SENSOR DATA AND FOR ASCERTAINING AN ACTIVATION SIGNAL FOR ACTIVATING AN ACTUATORMay 2021March 2025Allow4510NoNo
17302848NEURAL NETWORK PROCESSORMay 2021February 2024Allow3310NoNo
17318213Evolutionary Techniques for Computer-Based Optimization and Artificial Intelligence SystemsMay 2021January 2023Allow2010YesNo
17302745SYSTEM, METHOD AND STORAGE MEDIUM FOR PROCESSING PROBABILITY DISTRIBUTIONS IN NEURAL NETWORKSMay 2021May 2025Allow4810NoNo
17316009SYSTEM FOR DUAL-FILTERING FOR LEARNING SYSTEMS TO PREVENT ADVERSARIAL ATTACKSMay 2021December 2024Abandon4310NoNo
17313504USING MACHINE LEARNING-BASED SEED HARVEST MOISTURE PREDICTIONS TO IMPROVE A COMPUTER-ASSISTED AGRICULTURAL FARM OPERATIONMay 2021February 2024Allow3310NoNo
17229297EARLY WARNING AND EVENT PREDICTING SYSTEMS AND METHODS FOR PREDICTING FUTURE EVENTSApril 2021June 2022Allow1430YesNo
17229606DEVICE FOR PROCESSING TIME SERIES DATA HAVING IRREGULAR TIME INTERVAL AND OPERATING METHOD THEREOFApril 2021March 2025Allow4720NoNo
17281174METHOD, MACHINE-READABLE MEDIUM AND SYSTEM TO PARAMETERIZE SEMANTIC CONCEPTS IN A MULTI-DIMENSIONAL VECTOR SPACE AND TO PERFORM CLASSIFICATION, PREDICTIVE, AND OTHER MACHINE LEARNING AND AI ALGORITHMS THEREONMarch 2021January 2025Abandon4510NoNo
17216156ARTIFICIAL-INTELLIGENCE ARCHITECTURE FOR DETECTING DOCUMENT MANIPULATIONMarch 2021March 2024Allow3600NoNo
17215372COMPUTE-IN-MEMORY DEVICES, SYSTEMS AND METHODS OF OPERATION THEREOFMarch 2021October 2024Allow4310NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2122.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
91
Examiner Affirmed
69
(75.8%)
Examiner Reversed
22
(24.2%)
Reversal Percentile
13.1%
Lower than average

What This Means

With a 24.2% reversal rate, the PTAB affirms the examiner's rejections in the vast majority of cases. This reversal rate is in the bottom 25% across the USPTO, indicating that appeals face significant challenges here.

Strategic Value of Filing an Appeal

Total Appeal Filings
326
Allowed After Appeal Filing
117
(35.9%)
Not Allowed After Appeal Filing
209
(64.1%)
Filing Benefit Percentile
66.0%
Higher than average

Understanding Appeal Filing Strategy

Filing a Notice of Appeal can sometimes lead to allowance even before the appeal is fully briefed or decided by the PTAB. This occurs when the examiner or their supervisor reconsiders the rejection during the mandatory appeal conference (MPEP § 1207.01) after the appeal is filed.

In this dataset, 35.9% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is above the USPTO average, suggesting that filing an appeal can be an effective strategy for prompting reconsideration.

Strategic Recommendations

⚠ Appeals to PTAB face challenges. Ensure your case has strong merit before committing to full Board review.

✓ Filing a Notice of Appeal is strategically valuable. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.

Art Unit 2122 - Prosecution Statistics Summary

Executive Summary

Art Unit 2122 is part of Group 2120 in Technology Center 2100. This art unit has examined 4,972 patent applications in our dataset, with an overall allowance rate of 69.9%. Applications typically reach final disposition in approximately 39 months.

Comparative Analysis

Art Unit 2122's allowance rate of 69.9% places it in the 28% percentile among all USPTO art units. This art unit has a below-average allowance rate compared to other art units.

Prosecution Patterns

Applications in Art Unit 2122 receive an average of 2.00 office actions before reaching final disposition (in the 66% percentile). The median prosecution time is 39 months (in the 8% percentile).

Strategic Considerations

When prosecuting applications in this art unit, consider the following:

  • The art unit's allowance rate suggests a more challenging examination environment compared to the USPTO average.
  • With more office actions than average, plan for relatively streamlined prosecution.
  • The median prosecution time is longer than average and should be factored into your continuation and client communication strategies.
  • Review individual examiner statistics within this art unit to identify examiners with particularly favorable or challenging prosecution patterns.

Important Disclaimer

Not Legal Advice: The information provided in this report is for informational purposes only and does not constitute legal advice. You should consult with a qualified patent attorney or agent for advice specific to your situation.

No Guarantees: We do not provide any guarantees as to the accuracy, completeness, or timeliness of the statistics presented above. Patent prosecution statistics are derived from publicly available USPTO data and are subject to data quality limitations, processing errors, and changes in USPTO practices over time.

Limitation of Liability: Under no circumstances will IronCrow AI be liable for any outcome, decision, or action resulting from your reliance on the statistics, analysis, or recommendations presented in this report. Past prosecution patterns do not guarantee future results.

Use at Your Own Risk: While we strive to provide accurate and useful prosecution statistics, you should independently verify any information that is material to your prosecution strategy and use your professional judgment in all patent prosecution matters.