USPTO Examiner CHEN KUANG FU - Art Unit 2143

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
18766038Convolution-Augmented Transformer ModelsJuly 2024April 2025Allow910YesNo
18661170SYSTEM AND METHOD FOR AUTOMATED MULTIUSER INTERFACE CUSTOMIZATIONMay 2024October 2025Allow1810YesNo
18484862INFORMATION-AWARE GRAPH CONTRASTIVE LEARNINGOctober 2023September 2025Allow2320YesNo
18484872INFORMATION-AWARE GRAPH CONTRASTIVE LEARNINGOctober 2023September 2025Allow2320YesNo
18484851INFORMATION-AWARE GRAPH CONTRASTIVE LEARNINGOctober 2023September 2025Allow2320YesNo
18459806RULE-BASED USER INTERFACE LAYOUT REARRANGEMENTSeptember 2023March 2025Abandon1920YesNo
18220785Devices, Methods, and Graphical User Interfaces for Manipulating User Interface Objects with Visual and/or Haptic FeedbackJuly 2023March 2025Allow2010YesNo
18338598Quantum-Classical Hybrid Learning System Using Optimal Transport Loss and Parameter Shift RulesJune 2023February 2026Allow3200YesNo
18207369VIRTUAL BUTTONS, METHODS, AND PROGRAM PRODUCTS FOR DYNAMICALLY DISPLAYING GIVEAWAY INFORMATIONJune 2023September 2024Allow1510YesNo
18324789Notifications and Graphical User Interface for Applications in FoldersMay 2023August 2024Allow1520YesNo
18309491CROSS-CHANNEL CONFIGURABLE NAVIGATIONApril 2023September 2024Allow1700YesNo
18307836BAYESIAN CLASSIFICATION RECOGNITION SYSTEM BASED ON INDUSTRIAL PAAS PLATFORMApril 2023February 2026Allow3300YesNo
18138382METHOD FOR REAL TIME UPDATE OF FLY-THROUGH CAMERA PLACEMENTApril 2023January 2024Allow900YesNo
18299895GENERATING DYNAMIC USER SPECIFIC APPLICATION FUNCTION SETUP INTERFACESApril 2023September 2025Allow2910YesNo
18299336PLATFORM FOR CONSTRUCTING CUSTOM MODELSApril 2023July 2025Allow2830YesNo
18129022VIRTUAL WHITEBOARD PLATFORM HAVING COMPACT USER SELECTION CONTROLSMarch 2023October 2025Allow3120NoNo
18190953SYSTEMS AND METHODS FOR DISPLAYING VEHICLE INFORMATION FOR ON-DEMAND SERVICESMarch 2023April 2024Allow1320YesNo
18186479CONFIGURING SUBSCRIPTIONS FOR OBJECTS OF THIRD-PARTY APPLICATIONS INTEGRATED INTO A COMMUNICATION PLATFORMMarch 2023April 2025Allow2520YesNo
18114880USER INTERFACES FOR MANAGING MEDIAFebruary 2023November 2023Allow910NoNo
18103411LAYERED FUNCTIONAL AND GRAPHICAL USER INTERFACE SYSTEMJanuary 2023December 2023Allow1110YesNo
18100128CLOUD-BASED SYSTEM FOR SCHEDULING AND RECEIVING A TEXTUAL ALERT MESSAGE AND RECEIVING AN INTELLIGENCE DASHBOARDJanuary 2023July 2024Allow1800YesNo
18153750PERSONALIZED AVATAR NOTIFICATIONJanuary 2023February 2025Allow2540YesNo
18151431Interactive Display of Data DistributionsJanuary 2023May 2024Allow1610YesNo
18082481METHODS AND APPARATUS FOR DYNAMIC APPLICATION DEEPLINKING AT A MOBILE ELECTRONIC DEVICEDecember 2022March 2024Allow1520YesNo
18076709ENTERPRISE DYNAMIC FORMS WITH ENTERPRISE RESOURCE PROCESSINGDecember 2022May 2024Allow1820YesNo
18074377TESTING COMPUTER PROGRAM ACCESSIBILITY FOR USERS WITH DISABILITIES, SUCH AS FOR USE WITH MOBILE PHONESDecember 2022September 2023Allow900YesNo
18072832SYSTEM AND METHOD FOR AUTOMATED MULTIUSER INTERFACE CUSTOMIZATIONDecember 2022February 2024Allow1410YesNo
18059134Adjustable Value Selection User Interface Control With Dependent ControlNovember 2022September 2024Allow2230YesNo
18057479NAVIGATION TAB CONTROL ORGANIZATION AND MANAGEMENT FOR WEB BROWSERSNovember 2022March 2024Allow1610YesNo
17984918SYSTEM FOR ASSISTING SEARCHES FOR CODES CORRESPONDING TO ITEMS USING DECISION TREESNovember 2022September 2025Allow3420NoYes
17980355WATCH PHONE AND METHOD FOR HANDLING AN INCOMING CALL IN THE WATCH PHONENovember 2022February 2024Allow1510YesNo
17979655DYNAMICALLY ZOOMED GAUGES SYSTEMS AND METHODSNovember 2022November 2024Allow2420YesNo
17976174METHODS, SYSTEMS, AND MEDIA FOR GENERATING MODIFIED USER ENGAGEMENT SIGNALS BASED ON OBSTRUCTING LAYERS IN A USER INTERFACEOctober 2022January 2024Allow1510YesNo
18045759AUGMENTED REALITY FOR THE INTERNET OF THINGSOctober 2022June 2024Allow2020YesNo
17935231IMAGE TEMPLATE-BASED AR FORM EXPERIENCESSeptember 2022October 2023Allow1210YesNo
17950934PORTABLE MULTIFUNCTION DEVICE WITH ANIMATED USER INTERFACE TRANSITIONSSeptember 2022June 2024Allow2130YesNo
17947998Multi-Instance User Interface ManagementSeptember 2022July 2024Allow2230YesNo
17947029Devices, Methods, and Graphical User Interfaces for Dynamically Adjusting Presentation of Audio OutputsSeptember 2022June 2025Allow3320YesNo
17877591SYSTEM AND METHOD FOR GENERATING USER-SPECIFIC INTERFACESJuly 2022April 2024Allow2020YesNo
17857295INFORMATION PROCESSING APPARATUS, CONTROL METHOD, AND STORAGE MEDIUM FOR CONTROLLING A VIRTUAL VIEWPOINT OF A VIRTUAL VIEWPOINT IMAGEJuly 2022May 2025Abandon3540YesNo
17805127MAP-BASED GRAPHICAL USER INTERFACE FOR MULTI-TYPE SOCIAL MEDIA GALLERIESJune 2022October 2023Allow1710YesNo
17751843METHOD AND APPARATUS FOR PREDICTION BASED ON MODEL PREDICTED VALUESMay 2022February 2026Abandon4510NoNo
17664451INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND RECORDING MEDIUM FOR CANCELING DISABLEMENT OF INPUT RECEPTION OF A TOUCH PANELMay 2022October 2024Allow2820YesNo
17662468RULE-BASED USER INTERFACE LAYOUT REARRANGEMENTMay 2022April 2023Allow1210YesNo
17661026SIMULATING TRAINING DATA TO MITIGATE BIASES IN MACHINE LEARNING MODELSApril 2022February 2026Allow4620YesNo
17728071INFORMATION-AWARE GRAPH CONTRASTIVE LEARNINGApril 2022August 2025Allow4020YesNo
17657855SYSTEM AND METHOD FOR ANALYZING ELECTRONIC COMMUNICATIONS AND A COLLABORATIVE ELECTRONIC COMMUNICATIONS USER INTERFACEApril 2022November 2023Allow1920YesNo
17708834INTEGRATED MACHINE LEARNING PREDICTION AND OPTIMIZATION FOR DECISION-MAKINGMarch 2022February 2026Allow4620YesNo
17698964PERSONALIZED DIGITAL MEDIA FILE GENERATIONMarch 2022August 2023Allow1710YesNo
17642914Mapping User Vectors Between Embeddings For A Machine Learning Model for Authorizing Access to ResourceMarch 2022October 2025Allow4310YesNo
17686708AUTOMATED OPERATING MODE DETECTION FOR A MULTI-MODAL SYSTEM WITH MULTIVARIATE TIME-SERIES DATAMarch 2022October 2025Allow4410YesNo
17677987Method, Electronic Device, and Storage Medium for Displaying Shortcut Identification Card And Application Identification CardFebruary 2022May 2024Allow2650YesNo
17634233METHOD FOR DETERMINING PRESENCE OF A SIGNATURE CONSISTENT WITH A PAIR OF MAJORANA ZERO MODES AND A QUANTUM COMPUTERFebruary 2022November 2025Allow4510YesNo
17666495Devices, Methods, and Graphical User Interfaces for Manipulating User Interface Objects with Visual and/or Haptic FeedbackFebruary 2022March 2023Allow1300YesNo
17649496WEB BROWSER TAB NAVIGATION DURING VIDEO CONFERENCE SESSIONJanuary 2022July 2023Allow1710YesNo
17573519GENERATING INTERACTIVE SESSION CAPTURES THAT CONTINUOUSLY HIGHLIGHT ACTIVE SPEAKERS DURING PLAYBACKJanuary 2022December 2023Abandon2311NoNo
17566208METHOD AND SYSTEM FOR INFORMATION PROVIDING INTERFACE BASED ON NEW USER EXPERIENCEDecember 2021January 2023Allow1200YesNo
17646206SYSTEM AND METHOD FOR IMPLEMENTING AN ATTENDED AUTOMATION MODULEDecember 2021June 2023Allow1710YesNo
17561804Quantum-Computer-Based Machine LearningDecember 2021August 2025Allow4310YesNo
17560802CROSS-CHANNEL CONFIGURABLE NAVIGATIONDecember 2021February 2023Allow1300YesNo
17556954Cold-Start Recommendation System Using Shared Neural Item Representations with Fixed Weight InitializationDecember 2021January 2026Allow4920YesNo
17547922Assistive ScreenshotsDecember 2021April 2024Allow2930YesNo
17544112SERVER-BASED USER INTERFACE RENDERINGDecember 2021April 2023Allow1610YesNo
17539159ALGORITHM SELECTOR FOR PROFILING APPLICATION USAGE BASED ON NETWORK SIGNALSNovember 2021July 2025Allow4310YesNo
17456879SYSTEMS AND METHODS FOR DISPLAYING VEHICLE INFORMATION FOR ON-DEMAND SERVICESNovember 2021December 2022Allow1310YesNo
17537323CUSTOMIZABLE INTENT DRIVEN APPLICATION TRIGGERING SYSTEMNovember 2021March 2023Allow1610YesNo
17528429METHOD FOR REAL TIME UPDATE OF FLY-THROUGH CAMERA PLACEMENTNovember 2021January 2023Allow1410YesNo
17525237METHODS OF OPERATING AN ARTIFICIAL NEURAL NETWORK USING A COMPUTE-IN-MEMORY ACCELERATOR AND A BITWISE ACTIVATION FUNCTIONNovember 2021April 2025Allow4110YesNo
17524374DYNAMICALLY ENHANCING SUPERVISED LEARNINGNovember 2021June 2025Allow4310YesNo
17521204ADAPTERS FOR ZERO-SHOT MULTILINGUAL NEURAL MACHINE TRANSLATIONNovember 2021December 2025Allow4911YesNo
17519466ENSURING THAT COMPUTER PROGRAMS ARE ACCESSIBLE TO USERS WITH DISABILITIES, SUCH AS FOR USE WITH MOBILE PHONESNovember 2021September 2022Allow1010YesNo
17515407Machine Learning and Security Classification of User AccountsOctober 2021June 2022Allow800YesNo
17603207MODEL LEARNING APPARATUS, DATA ANALYSIS APPARATUS, MODEL LEARNING METHOD AND PROGRAM FOR CONTINUOUS ANALYSIS OF LOG DATAOctober 2021September 2025Abandon4820NoNo
17602804SINGLE-LAYERED LINEAR NEURAL NETWORK BASED ON CELL SYNAPSE STRUCTUREOctober 2021April 2025Allow4210YesNo
17449892SYSTEM AND METHOD FOR AUTO BINDING GRAPHICS TO COMPONENTS IN A BUILDING MANAGEMENT SYSTEMOctober 2021July 2023Allow2220YesNo
17482479PERCEPTRON-BASED EMG PROCESSOR FOR NEUROPATHY AND MYOPATHY DIAGNOSISSeptember 2021November 2025Allow5030YesNo
17464973COST EFFICIENT METHOD FOR COMMUNICATING FROM AN APPLIANCE TO AN EXTERNAL DEVICESeptember 2021December 2022Allow1620YesNo
17462137METHOD AND APPARATUS FOR DISPLAYING TASK PICTURESAugust 2021June 2023Abandon2120NoNo
17407085PARAMETERIZED ACTIVATION FUNCTIONS TO ADJUST MODEL LINEARITYAugust 2021January 2026Allow5340NoNo
17405980SYSTEM FOR ASSISTING SEARCHES FOR CODES CORRESPONDING TO ITEMS USING DECISION TREESAugust 2021August 2022Allow1210YesNo
17430647INFORMATION PROCESSING APPARATUS AND INFORMATION PROCESSING METHOD FOR DIVIDING DISPLAY SCREEN FOR DISPLAY OF PLURALITY OF APPLICATIONSAugust 2021June 2023Allow2220YesNo
17389237FORWARD COMPATIBLE MODEL TRAININGJuly 2021October 2025Abandon5020YesNo
17386719AVERAGE TREATMENT EFFECT FOR PAIRED DATAJuly 2021February 2026Allow5530YesNo
17382113METHOD FOR CONTROLLING DISPLAY POSITION OF LIST ITEMS WITHIN A VIEWPORT, ELECTRONIC DEVICE, AND STORAGE MEDIUMJuly 2021March 2023Allow2020YesNo
17375908INTELLIGENT TASK COMPLETION DETECTION AT A COMPUTING DEVICEJuly 2021July 2023Allow2410YesNo
17368955METHOD AND SYSTEM FOR PROVIDING VIRTUAL SERVICESJuly 2021December 2022Allow1810YesNo
17365423SYSTEMS AND METHODS TO CONFIGURE DEFAULTS BASED ON A MODELJuly 2021November 2025Allow5220YesNo
17363606SYSTEMS AND COMPUTER IMPLEMENTED METHODS FOR INTEGRATING SOFTWARE PLATFORMSJune 2021December 2022Allow1710YesNo
17350148Information Processing Terminal, Audio System, and Information Processing Method for Assigning Audio Processing Parameter to a Plurality of Input/Output TerminalsJune 2021October 2022Allow1610YesNo
17414675Method and device for optimized operation of a machine learning model with a data stack for a driving assistance function of a vehicleJune 2021December 2024Allow4210YesNo
17347563EXECUTION OF SEGMENTED MACHINE LEARNING MODELSJune 2021April 2025Allow4610YesNo
17343569PERSONALIZED AVATAR NOTIFICATIONJune 2021September 2022Allow1510YesNo
17331067EVALUATING A CONTRIBUTION OF PARTICIPANTS IN FEDERATED LEARNINGMay 2021February 2025Abandon4520YesNo
17326276COMPUTATIONALLY CUSTOMIZING INSTRUCTIONAL CONTENTMay 2021May 2023Allow2410YesNo
17321666INTELLIGENT USER INTERFACE AND APPLICATION RENDERINGMay 2021November 2022Allow1810YesNo
17317926METHOD AND A SYSTEM FOR APPLYING MACHINE LEARNING TO AN APPLICATIONMay 2021October 2025Allow5320YesNo
17246334USER INTERFACE FOR SUMMARIZING DATA TO GENERATE PREVIEWS OF METRIC DATAApril 2021January 2023Allow2120YesNo
17241360METHOD AND APPARATUS FOR SEARCHING FOR A DATA PATTERNApril 2021January 2025Abandon4510NoNo
17302187PARALLEL CROSS VALIDATION IN COLLABORATIVE MACHINE LEARNINGApril 2021February 2025Allow4620YesNo
17233410PROCESSING OF LEARNING DATA SETS INCLUDING NOISY LABELS FOR CLASSIFIERSApril 2021October 2024Allow4210YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner CHEN, KUANG FU.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
7
Examiner Affirmed
6
(85.7%)
Examiner Reversed
1
(14.3%)
Reversal Percentile
25.8%
Lower than average

What This Means

With a 14.3% 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
15
Allowed After Appeal Filing
5
(33.3%)
Not Allowed After Appeal Filing
10
(66.7%)
Filing Benefit Percentile
51.6%
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, 33.3% 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.

Examiner CHEN, KUANG FU - Prosecution Strategy Guide

Executive Summary

Examiner CHEN, KUANG FU works in Art Unit 2143 and has examined 211 patent applications in our dataset. With an allowance rate of 78.7%, this examiner has a below-average tendency to allow applications. Applications typically reach final disposition in approximately 35 months.

Allowance Patterns

Examiner CHEN, KUANG FU's allowance rate of 78.7% places them in the 47% percentile among all USPTO examiners. This examiner has a below-average tendency to allow applications.

Office Action Patterns

On average, applications examined by CHEN, KUANG FU receive 2.32 office actions before reaching final disposition. This places the examiner in the 66% percentile for office actions issued. This examiner issues a slightly above-average number of office actions.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by CHEN, KUANG FU is 35 months. This places the examiner in the 39% percentile for prosecution speed. Prosecution timelines are slightly slower than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +69.5% benefit to allowance rate for applications examined by CHEN, KUANG FU. This interview benefit is in the 98% percentile among all examiners. Recommendation: Interviews are highly effective with this examiner and should be strongly considered as a prosecution strategy. Per MPEP § 713.10, interviews are available at any time before the Notice of Allowance is mailed or jurisdiction transfers to the PTAB.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 32.5% of applications are subsequently allowed. This success rate is in the 69% percentile among all examiners. Strategic Insight: RCEs show above-average effectiveness with this examiner. Consider whether your amendments or new arguments are strong enough to warrant an RCE versus filing a continuation.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 7.0% of cases where such amendments are filed. This entry rate is in the 7% percentile among all examiners. Strategic Recommendation: This examiner rarely enters after-final amendments compared to other examiners. You should generally plan to file an RCE or appeal rather than relying on after-final amendment entry. Per MPEP § 714.12, primary examiners have discretion in entering after-final amendments, and this examiner exercises that discretion conservatively.

Pre-Appeal Conference Effectiveness

When applicants request a pre-appeal conference (PAC) with this examiner, 80.0% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 62% percentile among all examiners. Strategic Recommendation: Pre-appeal conferences show above-average effectiveness with this examiner. If you have strong arguments, a PAC request may result in favorable reconsideration.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 56.2% of appeals filed. This is in the 28% percentile among all examiners. Of these withdrawals, 44.4% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner shows below-average willingness to reconsider rejections during appeals. Be prepared to fully prosecute appeals if filed.

Petition Practice

When applicants file petitions regarding this examiner's actions, 22.2% are granted (fully or in part). This grant rate is in the 11% percentile among all examiners. Strategic Note: Petitions are rarely granted regarding this examiner's actions compared to other examiners. Ensure you have a strong procedural basis before filing a petition, as the Technology Center Director typically upholds this examiner's decisions.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 0.0% of allowed cases (in the 10% percentile). This examiner rarely makes examiner's amendments compared to other examiners. You should expect to make all necessary claim amendments yourself through formal amendment practice.

Quayle Actions: This examiner issues Ex Parte Quayle actions in 0.0% of allowed cases (in the 11% percentile). This examiner rarely issues Quayle actions compared to other examiners. Allowances typically come directly without a separate action for formal matters.

Prosecution Strategy Recommendations

Based on the statistical analysis of this examiner's prosecution patterns, here are tailored strategic recommendations:

  • Prioritize examiner interviews: Interviews are highly effective with this examiner. Request an interview after the first office action to clarify issues and potentially expedite allowance.
  • Plan for RCE after final rejection: This examiner rarely enters after-final amendments. Budget for an RCE in your prosecution strategy if you receive a final rejection.

Relevant MPEP Sections for Prosecution Strategy

  • MPEP § 713.10: Examiner interviews - available before Notice of Allowance or transfer to PTAB
  • MPEP § 714.12: After-final amendments - may be entered "under justifiable circumstances"
  • MPEP § 1002.02(c): Petitionable matters to Technology Center Director
  • MPEP § 1004: Actions requiring primary examiner signature (allowances, final rejections, examiner's answers)
  • MPEP § 1207.01: Appeal conferences - mandatory for all appeals
  • MPEP § 1214.07: Reopening prosecution after appeal

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.