USPTO Art Unit 2128 Prosecution Statistics

Art Unit Information

Art Unit: 2128
Group: 2120
Tech Center: 2100
Total Cases: 7,653
Last Active: January 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19009560ACCELERATED TRAINING OF NEURAL NETWORKS WITH REGULARIZATION LINKSJanuary 2025March 2025Allow200NoNo
18923458METHOD AND SYSTEM FOR LOCAL COMPRESSION OF ARTIFICIAL INTELLIGENCE MODELOctober 2024March 2025Allow510YesNo
18672589Predicting Likelihood of Request Classifications Using Deep LearningMay 2024November 2024Allow610NoNo
18632180HIGH-DENSITY NEUROMORPHIC COMPUTING ELEMENTApril 2024February 2025Allow1010NoNo
18601269APPARATUS AND METHOD FOR TRAINING A TUNABLE DATA STRUCTURE TO PREDICT INTERNAL RIBOSOME ENTRY SITE (IRES) ACTIVITYMarch 2024August 2024Allow510YesNo
18690017MODEL GRADIENT UPDATE METHOD AND DEVICEMarch 2024April 2025Allow1310NoNo
18587242TARGETED INCREMENTAL GROWTH WITH CONTINUAL LEARNING IN DEEP NEURAL NETWORKSFebruary 2024September 2024Allow710NoNo
18586080GENERATING AND DISPLAYING CUSTOMIZED AVATARS IN MEDIA OVERLAYSFebruary 2024January 2025Allow1110NoNo
18431472Method, Device and Equipment for Selecting Key Geological Parameters of a To-Be-Prospected BlockFebruary 2024October 2024Abandon820YesNo
18394205SYSTEMS AND METHODS FOR BLIND MULTIMODAL LEARNINGDecember 2023February 2025Allow1410NoNo
18544625SYSTEM AND METHOD FOR INTEGRATING USER FEEDBACK INTO WEBSITE BUILDING SYSTEM SERVICESDecember 2023November 2024Allow1110NoNo
18541901NATURAL LANGUAGE PROCESSING SYSTEM AND METHOD FOR DOCUMENTSDecember 2023October 2024Allow1010NoNo
18530909NEURAL PROCESSING UNIT BEING OPERATED ACCORDING TO DYNAMICALLY CALIBRATED PHASE OF CLOCK SIGNALDecember 2023June 2024Allow610NoNo
18517658METHODS AND SYSTEMS FOR PROVIDING SUBTITLESNovember 2023October 2024Allow1110NoNo
18510755COUNTER BASED RESISTIVE PROCESSING UNIT FOR PROGRAMMABLE AND RECONFIGURABLE ARTIFICIAL-NEURAL-NETWORKSNovember 2023July 2025Allow2010NoNo
18497893PRIVATE ARTIFICIAL INTELLIGENCE (AI) MODEL OF A USER FOR USE BY AN AUTONOMOUS PERSONAL COMPANIONOctober 2023April 2025Allow1810YesNo
18495902MACHINE LEARNING FOR NUTRIENT QUANTITY ESTIMATION IN SCORE-BASED DIETS AND METHODS OF USE THEREOFOctober 2023April 2025Abandon1810NoNo
18378649METHOD FOR GENERATING PROGRAMMABLE ACTIVATION FUNCTION AND APPARATUS USING THE SAMEOctober 2023March 2025Allow1710NoNo
18377796SYSTEMS AND METHODS FOR CREATING AND MANAGING SMART HYPERLINKSOctober 2023October 2024Allow1210NoNo
18476679CLASSIFYING TYPES OF SENSITIVE EVENTS FOR DATA LOSS PREVENTIONSeptember 2023September 2024Allow1110YesNo
18475125DOCUMENT PARSER AND GENERATORSeptember 2023August 2024Allow1110YesNo
18461473FLEET AND ASSET MANAGEMENT FOR EDGE COMPUTING OF MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE WORKLOADS DEPLOYED FROM CLOUD TO EDGESeptember 2023June 2024Allow921YesNo
18451153SYSTEMS AND METHODS FOR STRUCTURE AND HEADER EXTRACTIONAugust 2023October 2024Allow1420YesNo
18449970ESTIMATING OUTPUT CONFIDENCE FOR BLACK-BOX APIAugust 2023November 2024Allow1510NoNo
18362508LARGE LANGUAGE MODEL REGULATION SYSTEMS AND METHODSJuly 2023January 2025Abandon1830YesNo
18226858System, Method, and Computer Program Product for Implementing a Hybrid Deep Neural Network Model to Determine a Market StrategyJuly 2023May 2024Allow1010NoNo
18271301System, Method, and Computer Program Product for Dynamic Node Classification in Temporal-Based Machine Learning Classification ModelsJuly 2023September 2024Allow1420YesNo
18348052CONTEXTUAL BANDIT FOR MULTIPLE MACHINE LEARNING MODELS FOR CONTENT DELIVERYJuly 2023November 2024Allow1630YesNo
18333870DEEP LEARNING WITH JUDGMENTJune 2023August 2023Allow200NoNo
18209188TRADE PLATFORM WITH REINFORCEMENT LEARNINGJune 2023August 2024Allow1510NoNo
18207043PROCESSING MACHINE LEARNING ATTRIBUTESJune 2023April 2025Allow2240YesNo
18329418TRANSPOSING NEURAL NETWORK MATRICES IN HARDWAREJune 2023September 2024Allow1510NoNo
18206050ENABLING SECURE AUTO-FILLING OF INFORMATIONJune 2023September 2024Allow1620YesNo
18205441FOLDABLE DISPLAY APPARATUS AND METHOD OF MANUFACTURING THE SAMEJune 2023June 2024Allow1310NoNo
18327527IMPROVING A DEEP NEURAL NETWORK WITH NODE-TO-NODE RELATIONSHIP REGULARIZATIONJune 2023February 2024Allow810NoNo
18324453DETERMINING JOURNALIST RISK OF A DATASET USING POPULATION EQUIVALENCE CLASS DISTRIBUTION ESTIMATIONMay 2023April 2025Abandon2330YesNo
18320507SYSTEMS AND METHODS FOR PRESENTING WEB APPLICATION CONTENTMay 2023August 2024Allow1420YesNo
18313072Processing Sensor Data with Multi-Model System on Resource-Constrained DeviceMay 2023March 2025Abandon2320YesNo
18310658AUTOMATED SYSTEMS FOR MACHINE LEARNING MODEL DEVELOPMENT, ANALYSIS, AND REFINEMENTMay 2023October 2023Allow520YesNo
18308784METHOD AND SYSTEM FOR DETERMINING CONVERTER TAPPING QUANTITYApril 2023January 2024Allow920NoNo
18309106PARTITIONING SENSOR BASED DATA TO GENERATE DRIVING PATTERN MAPApril 2023May 2024Allow1210NoNo
18138984DEEP LEARNING IN BIPARTITE MEMRISTIVE NETWORKSApril 2023March 2025Allow2320NoNo
18138425MANAGEMENT APPARATUS FOR MONITORING AND/OR CONTROLLING A FACILITY DEVICEApril 2023December 2023Allow710NoNo
18303134NEURAL NETWORK FOR PROCESSING GRAPH DATAApril 2023May 2024Allow1310NoNo
18133800SYSTEM AND METHOD FOR DEVICE IDENTIFICATION AND UNIQUENESSApril 2023March 2024Allow1110NoNo
18132929HARDWARE IMPLEMENTATION OF A CONVOLUTIONAL NEURAL NETWORKApril 2023November 2023Allow710NoNo
18194759METHOD AND SYSTEM FOR ASSET GENERATIONApril 2023July 2024Allow1520YesNo
18181948DEEP LEARNING WITH JUDGMENTMarch 2023May 2023Allow200NoNo
18116170STRUCTURE-BASED DEEP GENERATIVE MODEL FOR BINDING SITE DESCRIPTORS EXTRACTION AND DE NOVO MOLECULAR GENERATIONMarch 2023March 2025Allow2540YesNo
18022985METHOD AND SYSTEM FOR CONSTRUCTING NEURAL NETWORK ARCHITECTURE SEARCH FRAMEWORK, DEVICE, AND MEDIUMFebruary 2023November 2024Abandon2120NoNo
18111471HIGH-DENSITY NEUROMORPHIC COMPUTING ELEMENTFebruary 2023January 2024Allow1100YesNo
18110430SEMICONDUCTOR DEVICE INCLUDING TRANSISTOR AND LIGHT-EMITTING ELEMENTFebruary 2023March 2024Allow1310NoNo
18167670System and Method for Entangled State Identification Using MetadataFebruary 2023September 2024Allow1910NoNo
18162204PROVISION OF COMPUTER RESOURCES BASED ON LOCATION HISTORYJanuary 2023April 2024Allow1510NoNo
18103483EVALUATING MACHINE LEARNING MODEL PERFORMANCE BY LEVERAGING SYSTEM FAILURESJanuary 2023July 2023Allow610YesNo
18156168EXPLAINABLE TRANSDUCER TRANSFORMERSJanuary 2023June 2023Allow500NoNo
18155129NERVOUS SYSTEM EMULATOR ENGINE AND METHODS USING SAMEJanuary 2023September 2024Allow2000NoNo
18005620NEURAL NETWORK COMPRESSION METHOD, APPARATUS AND DEVICE, AND STORAGE MEDIUMJanuary 2023March 2024Allow1410NoNo
18154551COMPUTERIZED ASSISTANCE USING ARTIFICIAL INTELLIGENCE KNOWLEDGE BASEJanuary 2023April 2024Allow1510YesNo
18015976Systems, Methods, and Computer Program Products for Generating Node EmbeddingsJanuary 2023September 2024Allow2030YesNo
18095724PORTABLE FLUID SENSORY DEVICE WITH LEARNING CAPABILITIESJanuary 2023January 2025Abandon2421NoNo
18151180SYSTEM, METHOD, AND APPARATUS FOR IDENTIFYING AND PREVIEWING RESPONSES TO QUESTIONS ACROSS DIFFERENT QUESTIONNAIRESJanuary 2023July 2024Allow1920YesNo
18012938SYSTEM AND METHOD FOR ACCELERATING RNN NETWORK, AND STORAGE MEDIUMDecember 2022August 2023Allow810NoNo
18067749MICROSCOPE CONTROL ARRANGEMENTDecember 2022December 2024Abandon2420YesNo
18081721Controller training based on historical dataDecember 2022March 2024Allow1510YesNo
18077506FONT LIBRARY GENERATION METHOD AND APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUMDecember 2022May 2025Abandon2940YesNo
18061697GRAPH CONVOLUTIONAL NETWORKS WITH MOTIF-BASED ATTENTIONDecember 2022September 2024Allow2220YesNo
18070195GENERATING, USING A MACHINE LEARNING MODEL, REQUEST AGNOSTIC INTERACTION SCORES FOR ELECTRONIC COMMUNICATIONS, AND UTILIZATION OF SAMENovember 2022June 2025Allow3020YesNo
17990242MACHINE LEARNING-BASED SYSTEMS AND METHODS FOR IDENTIFYING AND RESOLVING CONTENT ANOMALIES IN A TARGET DIGITAL ARTIFACTNovember 2022July 2024Abandon2021NoNo
17986532APPARATUS AND METHOD FOR DETERMINING DESIGN PLAN COMPLIANCE USING MACHINE LEARNINGNovember 2022March 2024Allow1630YesNo
17981243SCALABLE SYSTEMS AND METHODS FOR CURATING USER EXPERIENCE TEST RESULTSNovember 2022July 2023Allow920YesNo
17922582AUTOMATED MACHINE LEARNING: A UNIFIED, CUSTOMIZABLE, AND EXTENSIBLE SYSTEMOctober 2022September 2023Allow1020NoNo
17976679LEAN PARSING: A NATURAL LANGUAGE PROCESSING SYSTEM AND METHOD FOR PARSING DOMAIN-SPECIFIC LANGUAGESOctober 2022March 2024Allow1710YesNo
18050092AUTOMATED DATA CLASSIFICATION ERROR CORRECTION THROUGH SPATIAL ANALYSIS USING MACHINE LEARNINGOctober 2022July 2023Allow910YesNo
17975198CONTROL METHOD BASED ON ADAPTIVE NEURAL NETWORK MODEL FOR DISSOLVED OXYGEN OF AERATION SYSTEMOctober 2022May 2023Allow720NoNo
17973344AUTOMATIC IDENTIFICATION OF LESSONS-LEARNED INCIDENT RECORDSOctober 2022January 2025Allow2750YesNo
18049106SYSTEM FOR DEEP LEARNING USING KNOWLEDGE GRAPHSOctober 2022January 2025Allow2620YesNo
17971586COMPUTER NETWORK ARCHITECTURE WITH MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE AND ACTIVE UPDATES OF OUTCOMESOctober 2022April 2023Allow610NoNo
17971453Machine Learning Systems, Methods, Components, and Software for Recommending and Ordering Independent Medical ExaminationsOctober 2022March 2025Abandon2910NoNo
17968688METHOD AND APPARATUS FOR COMPRESSING NEURAL NETWORK MODELOctober 2022September 2023Allow1110NoNo
18046906COMPUTER-IMPLEMENTED OR HARDWARE-IMPLEMENTED METHOD OF ENTITY IDENTIFICATION, A COMPUTER PROGRAM PRODUCT AND AN APPARATUS FOR ENTITY IDENTIFICATIONOctober 2022April 2023Allow610NoNo
17962348Activation Functions for Deep Neural NetworksOctober 2022April 2025Allow3030NoNo
17960705MACHINE LEARNING SYSTEMS FOR PROCESSING MULTI-MODAL PATIENT DATAOctober 2022March 2023Allow510YesNo
17959004PERFORMANCE MANAGER TO AUTONOMOUSLY EVALUATE REPLACEMENT ALGORITHMSOctober 2022May 2023Allow700NoNo
17955763MACHINE LEARNING DRIVEN EXPERIMENTAL DESIGN FOR FOOD TECHNOLOGYSeptember 2022July 2024Abandon2210NoNo
17953517METHOD FOR MULTI-TASK-BASED PREDICTING MASSIVEUSER LOADS BASED ON MULTI-CHANNEL CONVOLUTIONAL NEURAL NETWORKSeptember 2022June 2023Abandon910NoNo
17913079BRAIN MACHINE INTERFACE DECODING METHOD BASED ON SPIKING NEURAL NETWORKSeptember 2022November 2023Allow1410NoNo
17933339QUANTUM ASSISTED OPTIMIZATIONSeptember 2022November 2024Allow2620YesNo
17932860METEOROLOGICAL BIG DATA FUSION METHOD BASED ON DEEP LEARNINGSeptember 2022April 2023Allow710YesNo
17940798MACHINE LEARNING FOR NUTRIENT QUANTITY ESTIMATION IN SCORE-BASED DIETS AND METHODS OF USE THEREOFSeptember 2022June 2023Allow920YesNo
17939351SYSTEMS AND METHODS FOR BLIND MULTIMODAL LEARNINGSeptember 2022August 2023Allow1110NoNo
17901629IDENTIFYING TARGET REGIONS IN A COGNITIVE RESERVOIR SYSTEMSeptember 2022June 2025Allow3420YesYes
17821910TRANSFERRING INFORMATION THROUGH KNOWLEDGE GRAPH EMBEDDINGSAugust 2022June 2025Allow3400NoNo
17799933PURE INTEGER QUANTIZATION METHOD FOR LIGHTWEIGHT NEURAL NETWORK (LNN)August 2022December 2023Allow1620YesNo
17876947QUBIT-IMPLEMENTED ROLE-BASED ACCESS CONTROLJuly 2022June 2025Allow3500NoNo
17816167NEURAL ARCHITECTURE SEARCH SYSTEM USING TRAINING BASED ON A WEIGHT-RELATED METRICJuly 2022March 2023Allow810YesNo
17795233NEURAL HASHING FOR SIMILARITY SEARCHJuly 2022June 2023Allow1010NoNo
17814684DRIFT DETECTION IN STATIC PROCESSESJuly 2022June 2023Allow1120YesNo
17869708COMPUTER-DECISION SUPPORT FOR PREDICTING AND MANAGING NON-ADHEARANCE TO TREATMENTJuly 2022September 2024Allow2640YesNo
17864172SYSTEMS AND METHODS FOR TRAINING MATRIX-BASED DIFFERENTIABLE PROGRAMSJuly 2022May 2025Abandon3420YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2128.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
324
Examiner Affirmed
229
(70.7%)
Examiner Reversed
95
(29.3%)
Reversal Percentile
34.4%
Lower than average

What This Means

With a 29.3% reversal rate, the PTAB affirms the examiner's rejections in the vast majority of cases. This reversal rate is below the USPTO average, indicating that appeals face more challenges here than typical.

Strategic Value of Filing an Appeal

Total Appeal Filings
725
Allowed After Appeal Filing
234
(32.3%)
Not Allowed After Appeal Filing
491
(67.7%)
Filing Benefit Percentile
48.1%
Lower 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, 32.3% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is below the USPTO average, suggesting that filing an appeal has limited effectiveness in prompting favorable 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 shows limited benefit. Consider other strategies like interviews or amendments before appealing.

Art Unit 2128 - Prosecution Statistics Summary

Executive Summary

Art Unit 2128 is part of Group 2120 in Technology Center 2100. This art unit has examined 7,653 patent applications in our dataset, with an overall allowance rate of 64.9%. Applications typically reach final disposition in approximately 42 months.

Comparative Analysis

Art Unit 2128's allowance rate of 64.9% places it in the 20% percentile among all USPTO art units. This art unit has a significantly lower allowance rate than most art units at the USPTO.

Prosecution Patterns

Applications in Art Unit 2128 receive an average of 2.28 office actions before reaching final disposition (in the 83% percentile). The median prosecution time is 42 months (in the 4% 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 multiple rounds of 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.