USPTO Art Unit 2124 Prosecution Statistics

Art Unit Information

Art Unit: 2124
Group: 2120
Tech Center: 2100
Total Cases: 3,248
Last Active: March 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19074465AUTONOMOUS DRIVING TEST METHOD BASED ON MULTI-AGENT SWARM ADVERSARIAL, DEVICE AND MEDIUMMarch 2025May 2025Allow200NoNo
19069877SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATIONMarch 2025June 2025Allow300YesNo
19061636Agentic AI, Contextual AI, and Generative AI Systems and Methods for Medical and Genetic Analytics, Diagnostics, and Treatment RecommendationsFebruary 2025June 2025Allow400YesNo
19000713SYSTEMS AND METHODS FOR PARALLEL EXPLORATION OF A HYPERPARAMETER SEARCH SPACEDecember 2024February 2025Allow200NoNo
18973037APPARATUS AND METHOD FOR VALIDATING, LABELED DATA GENERATED BY A PREDICTION GENERATORDecember 2024June 2025Allow710YesNo
18947318CREATING DIVERSE NEURAL NETWORKS WITH NODE TYINGNovember 2024December 2024Allow100YesNo
18932531SYSTEM AND METHOD FOR CONSTRUCTING A LAYERED ARTIFICIAL INTELLIGENCE MODELOctober 2024March 2025Allow410NoNo
18911916SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATIONOctober 2024February 2025Allow510NoNo
18900506RELATIVE MARGIN FOR CONTRASTIVE LEARNINGSeptember 2024December 2024Allow300YesNo
18852145GENERATION AND DISCRIMINATION TRAINING AS A VARIABLE RESOLUTION GAMESeptember 2024May 2025Allow820NoNo
18898508Managing Artificial Intelligence Inference Requests That Are Directed to An AI Model External To A Distributed Cloud Computing NetworkSeptember 2024March 2025Allow610NoNo
18894703Systems and Methods for Using an Artificial Intelligence Decision Engine to Extend the Lifespan of BatteriesSeptember 2024March 2025Allow610YesNo
18806230USING MACHINE LEARNING AND FREE TEXT DATA TO DETECT AND REPORT EVENTS ASSOCIATED WITH USE OF SOFTWARE APPLICATIONSAugust 2024December 2024Allow400NoNo
18795891SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATIONAugust 2024October 2024Allow200YesNo
18783592METHOD AND SYSTEM FOR PREDICTING RELEVANT NETWORK RELATIONSHIPSJuly 2024February 2025Allow710YesNo
18777760METHOD AND SYSTEM FOR PREDICTING RELEVANT NETWORK RELATIONSHIPSJuly 2024January 2025Allow610YesNo
18756524SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATIONJune 2024October 2024Allow410NoNo
18751969Curation And Provision Of Digital ContentJune 2024March 2025Allow820NoNo
18737942SYSTEM AND METHOD FOR CONSTRUCTING A LAYERED ARTIFICIAL INTELLIGENCE MODELJune 2024September 2024Allow310YesNo
18713631Entity Tag Association Prediction Method, Device, and Computer Readable Storage MediumMay 2024February 2025Allow910YesNo
18664045Generative AI and Agentic AI Systems and Methods for Industrial Equipment and Manufacturing Systems Analytics, Control,and OptimizationMay 2024October 2024Allow510NoNo
18652441Generative AI and Agentic AI Systems and Methods for Prevention, Detection, Mitigation and Remediation of Cybersecurity ThreatsMay 2024July 2024Allow300YesNo
18643691SELECTING A NEURAL NETWORK ARCHITECTURE FOR A SUPERVISED MACHINE LEARNING PROBLEMApril 2024May 2025Allow1300NoNo
18635410DISTRIBUTED GAUSSIAN PROCESS CLASSIFICATION COMPUTING SYSTEMApril 2024October 2024Allow610YesNo
18631780SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATIONApril 2024August 2024Allow410NoNo
18625612GENERATIVE AI SYSTEMS AND METHODS FOR SECURITIES TRADINGApril 2024July 2024Allow300YesNo
18620299Regenerative Model - Continuous Evolution SystemMarch 2024April 2025Allow1220YesNo
18593758DATA BLAMINGMarch 2024June 2025Allow1510NoNo
18586893APPARATUS AND METHODS FOR CONDITIONING RAW DATA BASED ON TEMPORAL INTERPOLATIONS TO GENERATE OPTIMAL EXTRAPOLATIONS OF AN ENTITYFebruary 2024August 2024Allow610YesNo
18582529SYSTEMS AND METHODS FOR ASSESSING GAIT, STABILITY, AND/OR BALANCE OF A USERFebruary 2024February 2025Allow1210YesNo
18437882Intelligent Dealership Recommendation EngineFebruary 2024April 2025Allow1410YesNo
18430483Neural Architecture Search with Factorized Hierarchical Search SpaceFebruary 2024January 2025Allow1100YesNo
18425662SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATIONJanuary 2024June 2024Allow400YesNo
18418424CORRELATIONS BETWEEN WORKLOAD CHARACTERISTICS AND ELAPSED TIMESJanuary 2024March 2025Allow1400NoNo
18405600SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATIONJanuary 2024March 2024Allow300YesNo
18398263ELECTROCARDIOGRAM (ECG) SIGNAL QUALITY EVALUATION METHOD BASED ON MULTI-SCALE CONVOLUTIONAL AND DENSELY CONNECTED NETWORKDecember 2023January 2025Allow1300NoNo
18398759DEEP LEARNING MODEL OPTIMIZATION METHOD AND APPARATUS FOR MEDICAL IMAGE SEGMENTATIONDecember 2023March 2025Allow1410NoNo
18397227METHOD AND APPARATUS FOR KNOWLEDGE GRAPH CONSTRUCTION, STORAGE MEDIUM, AND ELECTRONIC DEVICEDecember 2023November 2024Allow1020NoNo
18394019GENERATIVE MACHINE LEARNING SYSTEMS FOR GENERATING STRUCTURAL INFORMATION REGARDING CHEMICAL COMPOUNDDecember 2023June 2025Allow1820YesNo
18532795INCREMENTAL PRECISION NETWORKS USING RESIDUAL INFERENCE AND FINE-GRAIN QUANTIZATIONDecember 2023September 2024Allow910NoNo
18520192EXECUTING A GENETIC ALGORITHM ON A LOW-POWER CONTROLLERNovember 2023April 2025Allow1620YesNo
18519123SYSTEMS, APPARATUSES AND METHODS FOR SENSING FETAL ACTIVITYNovember 2023March 2025Abandon1610NoNo
18503640SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATIONNovember 2023January 2024Allow200NoNo
18385226System and Methods for Achieving Orthogonal Control of Non-Orthogonal Qubit ParametersOctober 2023August 2024Allow1000YesNo
18497823A SYSTEM AND METHOD FOR CREATING A KNOWLEDGE GRAPHOctober 2023April 2025Allow1820YesNo
18493741Systems and Methods for Managing Decentralized Data Sources in Generative Artificial Intelligence PipelinesOctober 2023May 2025Allow1930YesNo
18493484SYSTEMS AND METHODS FOR GENERATING MODELS TO IDENTIFY STATES AND ACTIONSOctober 2023May 2025Allow1930YesNo
18489577Clinical Trial Screening Using Disease-Specific Semantic ModelsOctober 2023March 2025Abandon1730YesNo
18484793META IMITATION LEARNING WITH STRUCTURED SKILL DISCOVERYOctober 2023March 2025Allow1720YesNo
18484805META IMITATION LEARNING WITH STRUCTURED SKILL DISCOVERYOctober 2023March 2025Allow1720YesNo
18484816META IMITATION LEARNING WITH STRUCTURED SKILL DISCOVERYOctober 2023March 2025Allow1720YesNo
18375669METHOD AND APPARATUS FOR ANALYSIS OF PRESERVATION REQUIREMENTS USING A DUAL PREDICTOR ARCHITECTUREOctober 2023November 2024Allow1430YesNo
18375006SYSTEMS AND METHODS FOR AUTOREGRESSIVE RECURRENT NEURAL NETWORKS FOR IDENTIFYING ACTIONABLE VITAL ALERTSSeptember 2023July 2024Allow1020YesNo
18370046LIVESTOCK AND FEEDLOT DATA COLLECTION AND PROCESSING USING UHF-BAND INTERROGATION OF RADIO FREQUENCY IDENTIFICATION TAGS FOR FEEDLOT ARRIVAL AND RISK ASSESSMENTSeptember 2023September 2024Allow1200NoNo
18244585MACHINE LEARNING NETWORKS, ARCHITECTURES AND TECHNIQUES FOR DETERMINING OR PREDICTING DEMAND METRICS IN ONE OR MORE CHANNELSSeptember 2023March 2025Allow1820NoNo
18244171MIXTURE OF EXPERTS NEURAL NETWORKSSeptember 2023April 2024Allow720YesNo
18242649MACHINE LEARNING BASED APPROACH FOR IDENTIFICATION OF EXTREMELY RARE EVENTS IN HIGH-DIMENSIONAL SPACESeptember 2023May 2025Allow2020YesNo
18242142REINFORCEMENT LEARNING METHOD FOR EDUCATIONAL COURSE SELECTIONSeptember 2023March 2025Abandon1930NoNo
18240799Systems and Methods for Communication Efficient Distributed Mean EstimationAugust 2023September 2024Allow1310NoNo
18232635PROCESSING LOOPS IN COMPUTATIONAL GRAPHSAugust 2023October 2024Allow1410NoNo
18357554SYSTEM AND METHOD FOR EFFICIENT EVOLUTION OF DEEP CONVOLUTIONAL NEURAL NETWORKS USING FILTER-WISE RECOMBINATION AND PROPAGATED MUTATIONSJuly 2023August 2024Allow1300NoNo
18222534PREDICTIVE ANALYTICS SYSTEMS AND METHODSJuly 2023September 2024Allow1410NoNo
18221573Curation And Provision Of Digital ContentJuly 2023May 2024Allow1020NoNo
18349089NEURAL NETWORKS WITH SWITCH LAYERSJuly 2023October 2023Allow300NoNo
18348217CUSTOMIZED PREDICTIVE ANALYTICAL MODEL TRAININGJuly 2023April 2025Allow2110NoNo
18346627METHOD OF WRITING DATA IN NONVOLATILE MEMORY DEVICE AND NONVOLATILE MEMORY DEVICE PERFORMING THE SAMEJuly 2023March 2024Allow800NoNo
18344605MODULAR MACHINE LEARNING SYSTEMS AND METHODSJune 2023November 2024Allow1620YesNo
18342461GENERATIVE AI SYSTEMS AND METHODS FOR ECONOMIC ANALYTICS AND FORECASTINGJune 2023June 2024Allow1220YesNo
18214301METHOD AND APPARATUS FOR GENERATING Q & A MODEL BY USING ADVERSARIAL LEARNINGJune 2023April 2025Allow2110NoNo
18339059CONTENT MODERATIONJune 2023June 2025Allow2430NoNo
18333437DEVICES AND METHODS FOR FORMING OPTICAL TRAPS FOR SCALABLE TRAPPED ATOM COMPUTINGJune 2023October 2023Allow410YesNo
18265715SYNAPTIC WEIGHT TRAINING METHOD, TARGET IDENTIFICATION METHOD, ELECTRONIC DEVICE AND MEDIUMJune 2023February 2024Allow810NoNo
18205434SENSE-PLUS-COMPUTE QUANTUM-STATE CARRIERSJune 2023December 2024Allow1810NoNo
18203537INTERACTIVE TEMPLATE FOR MULTIMODAL CONTENT GENERATIONMay 2023March 2024Allow920YesNo
18201383SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATIONMay 2023October 2023Allow510NoNo
18199865METHOD AND SYSTEM FOR GENERATING ONE OR MORE CONDITIONALLY DEPENDENT DATA ENTRIESMay 2023May 2025Allow2430YesNo
18144445Systems and Methods Enabling Online One-Shot Learning and Generalization by Intelligent Systems of Task-Relevant Features and Transfer to a Cohort of Intelligent SystemsMay 2023March 2025Allow2310NoNo
18312660NEURAL PROCESSING UNIT CAPABLE OF SWITCHING ANN MODELSMay 2023September 2024Allow1630YesNo
18313278METHOD FOR COMPRESSING NEURAL NETWORK MODEL AND ELECTRONIC APPARATUS FOR PERFORMING THE SAMEMay 2023November 2024Allow1810NoNo
18035489MULTI-NODE DISTRIBUTED TRAINING METHOD AND APPARATUS, DEVICE AND READABLE MEDIUMMay 2023October 2024Abandon1820NoNo
18310018ITERATIVE ONLINE LEARNING TO IMPROVE TARGETED ADVERTISINGMay 2023August 2024Allow1620YesNo
18309306COMPUTER-BASED SYSTEMS CONFIGURED FOR ENTITY RESOLUTION AND INDEXING OF ENTITY ACTIVITYApril 2023December 2023Allow800YesNo
18136621ARTIFICIAL INTELLIGENCE-BASED MODELING OF MOLECULAR SYSTEMS GUIDED BY QUANTUM MECHANICAL DATAApril 2023July 2024Abandon1520YesNo
18135259LEARNING AND DEPLOYING COMPRESSION OF RADIO SIGNALSApril 2023January 2025Allow2110YesNo
18299819ENTANGLING PHOTONIC GRAPHSApril 2023June 2025Allow2620YesNo
18297420RECURRENT NEURAL NETWORKS TO PREDICT USER REQUESTSApril 2023October 2023Allow700NoNo
18295153COMPUTER-BASED SYSTEMS CONFIGURED FOR DETECTING AND SPLITTING DATA TYPES IN A DATA FILE AND METHODS OF USE THEREOFApril 2023September 2024Allow1800NoNo
18194018FORECASTING ACTIVITY IN SOFTWARE APPLICATIONS USING MACHINE LEARNING MODELS AND MULTIDIMENSIONAL TIME-SERIES DATAMarch 2023November 2023Allow710YesNo
18128169CONFIGURATION ASSESSMENT BASED ON INVENTORYMarch 2023November 2023Allow710YesNo
18190874METHOD AND DEVICE FOR STUDENT TRAINING NETWORKS WITH TEACHER NETWORKSMarch 2023March 2025Allow2410NoNo
18124559UNSUPERVISED REINFORCEMENT LEARNING METHOD AND APPARATUS BASED ON WASSERSTEIN DISTANCEMarch 2023September 2023Allow610NoNo
18184220MACHINE LEARNING METHODS AND SYSTEMS FOR CHARACTERIZING CORN GROWTH EFFICIENCYMarch 2023July 2024Allow1630YesNo
18178298TECHNIQUES FOR BUILDING A KNOWLEDGE GRAPH IN LIMITED KNOWLEDGE DOMAINSMarch 2023February 2025Allow2410YesNo
18116636DISTRIBUTED MACHINE LEARNING ARCHITECTURE WITH HYBRID DATA NORMALIZATION, PROOF OF LINEAGE AND DATA INTEGRITYMarch 2023March 2024Allow1220NoNo
18115954METHODS AND COMPUTER PROGRAM PRODUCTS FOR CLUSTERING RECORDS USING IMPERFECT RULESMarch 2023February 2024Allow1110NoNo
18176935MEMORY SYSTEM, MEMORY CONTROLLER, AND METHOD FOR OPERATING SAMEMarch 2023February 2025Allow2330YesNo
18043447GENERATION METHOD, PROGRAM, INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND TRAINED MODELFebruary 2023June 2024Allow1630YesNo
18114852COMPUTERIZED ENGINES AND GRAPHICAL USER INTERFACES FOR CUSTOMIZING AND VALIDATING FORECASTING MODELSFebruary 2023June 2023Allow300NoNo
18174657SYSTEM AND METHOD FOR MODEL CONFIGURATION SELECTIONFebruary 2023July 2023Allow510YesNo
18174394AUGMENTED RECURRENT NEURAL NETWORK WITH EXTERNAL MEMORYFebruary 2023June 2024Allow1600NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2124.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
72
Examiner Affirmed
48
(66.7%)
Examiner Reversed
24
(33.3%)
Reversal Percentile
54.1%
Higher than average

What This Means

With a 33.3% reversal rate, the PTAB reverses the examiner's rejections in a meaningful percentage of cases. This reversal rate is above the USPTO average, indicating that appeals have better success here than typical.

Strategic Value of Filing an Appeal

Total Appeal Filings
183
Allowed After Appeal Filing
68
(37.2%)
Not Allowed After Appeal Filing
115
(62.8%)
Filing Benefit Percentile
72.2%
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, 37.2% 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 show good success rates. If you have a strong case on the merits, consider fully prosecuting the appeal to a Board decision.

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

Art Unit 2124 - Prosecution Statistics Summary

Executive Summary

Art Unit 2124 is part of Group 2120 in Technology Center 2100. This art unit has examined 3,248 patent applications in our dataset, with an overall allowance rate of 79.0%. Applications typically reach final disposition in approximately 39 months.

Comparative Analysis

Art Unit 2124's allowance rate of 79.0% places it in the 54% percentile among all USPTO art units. This art unit has an above-average allowance rate compared to other art units.

Prosecution Patterns

Applications in Art Unit 2124 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 9% percentile).

Strategic Considerations

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

  • The art unit's allowance rate suggests a more favorable 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.