USPTO Examiner SAX STEVEN PAUL - Art Unit 2146

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19231250METHODS FOR SERVING INTERACTIVE CONTENT TO A USERJune 2025January 2026Allow700YesNo
18762169INFORMATION PROCESSING METHODS AND APPARATUS, ELECTRONIC DEVICES, AND STORAGE MEDIAJuly 2024January 2026Allow1830YesNo
18676611METHOD AND SYSTEM FOR ALLOWING A CUSTODIAN TO MANAGE A PLURALITY OF USER ACCOUNTS ON A COMPUTING DEVICE VIA A DEVICE APPLICATIONMay 2024August 2024Allow300YesNo
18647515AI-Assisted Remote Guidance Using Augmented RealityApril 2024December 2024Allow800YesNo
18606493MACHINE-LEARNING TECHNIQUES INVOLVING MONOTONIC RECURRENT NEURAL NETWORKSMarch 2024September 2025Allow1820YesNo
18539842METHOD AND APPLICATION FOR FAST SHARING OF IMAGES BETWEEN MOBILE ELECTRONIC DEVICES USING AN INNOVATIVE PLATFORM AND ARTIFICIAL INTELLIGENCEDecember 2023January 2025Allow1330YesNo
18521861NAVIGATING AMONG ACTIVITIES IN A COMPUTING DEVICENovember 2023February 2025Abandon1510YesNo
18373852METHODS FOR SERVING INTERACTIVE CONTENT TO A USERSeptember 2023February 2025Allow1710YesNo
18213725SYSTEM AND METHOD FOR SERVING INTERACTIVE ADVERTISING CONTENT WITH RESPONSIVE ANIMATIONSJune 2023August 2024Allow1410YesNo
18329649TIME-DOMAIN MULTIPLEXING OF QUANTUM BIT CONTROL SIGNALSJune 2023March 2026Allow3300YesNo
18323908STATIC SCHEDULING AND DYNAMIC SCHEDULING FOR COMPILER-HINTED AND SELF-SCHEDULING MULTI-ENGINE ARTIFICIAL INTELLIGENCE (AI) PROCESSING UNIT SYSTEMMay 2023February 2026Allow3300YesNo
18135643PERSONAL COMPUTING DEVICES WITH IMPROVED GRAPHICAL USER INTERFACESApril 2023July 2025Allow2730YesNo
18160904GRAPHICAL ELEMENT SEARCH TECHNIQUE SELECTION, FUZZY LOGIC SELECTION OF ANCHORS AND TARGETS, AND/OR HIERARCHICAL GRAPHICAL ELEMENT IDENTIFICATION FOR ROBOTIC PROCESS AUTOMATIONJanuary 2023January 2026Allow3500YesNo
18012246DISPLAY APPARATUS, INPUT METHOD, AND PROGRAMDecember 2022May 2025Allow2940YesNo
18068726PARAMETERS FOR GENERATING AN AUTOMATED SURVEYDecember 2022December 2025Allow3600YesNo
17993356Method and Apparatus for Displaying User Interface Used to Manage Storage DeviceNovember 2022August 2024Allow3120YesNo
17985760REAL TIME CONTRACT-BASED QUBIT REGISTRYNovember 2022October 2025Allow3500YesNo
17982439TENSOR PROCESSOR VISUALIZATION AND ANALYSIS TOOLNovember 2022August 2025Allow3300YesNo
17977925SYSTEMS AND METHODS FOR ENCODING AND RENDERING GENERIC VISUALIZATIONS OF A GUI OF A CLIENT APPLICATIONOctober 2022July 2024Allow2120YesNo
18047874BENCHMARK-DRIVEN AUTOMATION FOR TUNING QUANTUM COMPUTERSOctober 2022October 2025Allow3600YesNo
17942449EXTENDING KNOWLEDGE DATA IN MACHINE VISIONSeptember 2022November 2025Abandon3820YesNo
17892733System and Method of Objective-Driven Intelligent NavigationAugust 2022January 2026Allow4170YesNo
17841230SYSTEMS AND METHODS FOR INTERACTING WITH DISPLAYED ITEMSJune 2022November 2025Allow4140YesNo
17734480AUTOMATED BOT FOR ERROR-FREE RACKING-STACKINGMay 2022November 2024Allow3000YesNo
17730150CENTRAL CONTROLLER FOR A QUANTUM SYSTEMApril 2022July 2025Allow3800YesNo
17656941METHOD AND DEVICE FOR TRAINING A STYLE ENCODER OF A NEURAL NETWORK AND METHOD FOR GENERATING A DRIVING STYLE REPRESENTATION REPRESENTING A DRIVING STYLE OF A DRIVERMarch 2022June 2025Allow3900YesNo
17698878HAPTIC ECOSYSTEMMarch 2022January 2025Allow3440YesNo
17669777TIME-MULTIPLEXED SUPERPIXEL-BASED QUANTUM-ARRAY READOUT SYSTEMFebruary 2022March 2025Allow3700NoNo
17584219ACTIVE QUANTUM MEMORY SYSTEMS AND TECHNIQUES FOR MITIGATING DECOHERENCE IN A QUANTUM COMPUTING DEVICEJanuary 2022October 2025Abandon4510YesNo
17648691AUXILIARY QUBITS ANALYSIS BASED ON PARTIAL COMPILATION OF QUANTUM PROGRAMSJanuary 2022June 2025Allow4100YesNo
17629499Imaging Device Utilizing a Neural NetworkJanuary 2022July 2025Allow4110YesNo
17626967SUPERCONDUCTING CIRCUIT AND QUANTUM COMPUTERJanuary 2022March 2026Allow5020YesNo
17559514METHOD FOR SEARCHING MINIMUMDecember 2021January 2026Allow4930YesNo
17548418QUANTUM ENTANGLEMENT DISTRIBUTION SERVICEDecember 2021August 2025Allow4510YesNo
17536336AUTO SAMPLING IN INTERNET-OF-THINGS ANALYTICS SYSTEM VIA CACHED RECYCLE BINS753634November 2021August 2025Allow4520YesNo
17534421Multi-Task Sequence Tagging with Injection of Supplemental InformationNovember 2021March 2025Allow3900YesNo
17530949METHOD AND SYSTEM FOR MULTIPLEXING SIGNALSNovember 2021March 2025Allow4000YesNo
17529316CLASS PREDICTION BASED ON CLASS ACCURACY OF MULTIPLE MODELSNovember 2021March 2025Allow4010YesNo
17502746METHOD AND APPARATUS FOR SELF-TRAINING OF MACHINE READING COMPREHENSION TO IMPROVE DOMAIN ADAPTATIONOctober 2021July 2025Abandon4510YesNo
17491275COMPLEXITY BASED ARTIFICIAL INTELLIGENCE MODEL TRAININGSeptember 2021July 2025Allow4620YesNo
17464595FAST TWO-QUBIT GATES ON A TRAPPED-ION QUANTUM COMPUTERSeptember 2021December 2024Allow3910YesNo
17404189VIRTUAL ASSISTANT FOCUSED USER INTERFACESAugust 2021August 2024Allow3600YesNo
17402788Systems for Estimating Terminal Event LikelihoodAugust 2021September 2024Allow3700YesNo
17362115CONTINUOUS LEARNING MODELS ACROSS EDGE HIERARCHIESJune 2021April 2025Allow4510YesNo
17339201GESTURE CONTROL FOR OVERHEAD BINSJune 2021October 2024Allow4040YesNo
17332948DATABASE PERFORMANCE TUNING METHOD, APPARATUS, AND SYSTEM, DEVICE, AND STORAGE MEDIUMMay 2021January 2025Allow4310YesNo
17323006TRUSTED AND DECENTRALIZED AGGREGATION FOR FEDERATED LEARNINGMay 2021September 2025Allow5240YesNo
17323475INTERPRETABLE IMITATION LEARNING VIA PROTOTYPICAL OPTION DISCOVERY FOR DECISION MAKINGMay 2021April 2025Allow4711YesNo
17307563SYSTEMS AND METHODS FOR LEARNING-BASED HIGH-PERFORMANCE, ENERGY-EFFICIENT, AND SECURE ON-CHIP COMMUNICATION DESIGN FRAMEWORKMay 2021October 2024Allow4110YesNo
17168913METHODS AND APPARATUS FOR MANAGEMENT OF A MACHINE-LEARNING MODEL TO ADAPT TO CHANGES IN LANDSCAPE OF POTENTIALLY MALICIOUS ARTIFACTSFebruary 2021June 2025Allow5221YesNo
17155944PROVIDING USER EXPERIENCE DATA TO TENANTSJanuary 2021February 2025Abandon4960YesNo
17254926CONTROLLER FOR CONTROLLING A TECHNICAL SYSTEM, AND METHOD FOR CONFIGURING THE CONTROLLERDecember 2020November 2024Allow4720YesNo
17113739DATA TRANSMISSION APPARATUS, METHOD OF CONTROLLING DATA TRANSMISSION APPARATUS, AND STORAGE MEDIUMDecember 2020March 2025Abandon6040YesNo
16972427Temporal Coding in Leaky Spiking Neural NetworksDecember 2020July 2025Abandon5630YesNo
17082648PERSONAL AUDIO ASSISTANT DEVICE AND METHODOctober 2020April 2025Allow5360YesNo
17078675Acceptance Status Classification of Product-Related Data Structures Using Models With Multiple Training PeriodsOctober 2020November 2024Allow4930YesNo
16948683AUTOMATED SYSTEM FOR GENERATING PROPERLY TAGGED TRAINING DATA FOR AND VERIFYING THE EFFICACY OF ARTIFICIAL INTELLIGENCE ALGORITHMSSeptember 2020July 2024Allow4611YesNo
16883858PREDICTIVE MODELING FOR ENHANCED DECISION MAKINGMay 2020May 2025Allow6040YesNo
16832385ACTIVITY-BASED DEVICE RECOMMENDATIONSMarch 2020August 2024Allow5361YesNo
16670029Method for utilizing dimensional manipulationOctober 2019January 2025Abandon6021YesNo
16423691RANKING USER INTERFACE ELEMENTS BASED ON PHYSICAL CONDITIONSMay 2019September 2024Allow6071YesNo
15448207DYNAMIC CLOUD IMAGE UPDATES BASED ON SUBJECTIVE CUSTOMIZATION AND USER INPUTMarch 2017June 2019Allow2810YesNo
15285531AUTOMATED TESTING OF GUI MIRRORINGOctober 2016June 2017Allow900NoNo
15284846AUTOMATED TESTING OF GUI MIRRORINGOctober 2016July 2017Allow910NoNo
15080617AUTOMATED TESTING OF GUI MIRRORINGMarch 2016August 2016Allow410YesNo
15064598TOOL-TIP FOR MULTIMEDIA FILESMarch 2016January 2018Allow2200NoNo
14846943System and Method for Web BrowsingSeptember 2015May 2018Allow3210NoNo
14804135ELECTRONIC PROGRAMMING GUIDE WITH SELECTABLE CATEGORIESJuly 2015October 2018Allow3930YesNo
14804196ELECTRONIC PROGRAMMING GUIDE WITH SELECTABLE CATEGORIESJuly 2015October 2018Allow3930YesNo
14748566AUTOMATED TESTING OF GUI MIRRORINGJune 2015October 2017Allow2700YesNo
14531542SYNTHETIC AUDIOVISUAL DESCRIPTION SCHEME, METHOD AND SYSTEM FOR MPEG-7November 2014January 2019Allow5030YesNo
14195382COST TRACKING FOR VIRTUAL CONTROL PLANESMarch 2014September 2016Allow3100YesNo
13950916METHOD OF TRANSMITTING INQUIRY MESSAGE, DISPLAY DEVICE FOR THE METHOD, METHOD OF SHARING INFORMATION, AND MOBILE TERMINALJuly 2013October 2018Allow6070YesNo
13787597VISUAL CONNECTIVITY OF WIDGETS USING EVENT PROPAGATIONMarch 2013March 2016Allow3610NoNo
13611434Color and Symbol Coded Visual Cues for Relating Screen Items to Each OtherSeptember 2012February 2016Allow4140YesNo
13590966Share Box for EndorsementsAugust 2012June 2015Allow3440YesNo
13350884METHOD AND APPARATUS FOR EDITING HETEROGENEOUS MEDIA OBJECTS IN A DIGITAL IMAGING DEVICEJanuary 2012October 2014Allow3300NoNo
13217663SYSTEM AND METHOD FOR PERMITTING A SOFTWARE ROUTINE HAVING RESTRICTED LOCAL ACCESS TO UTILIZE REMOTE RESOURCES TO GENERATE LOCALLY USABLE DATA STRUCTUREAugust 2011August 2015Allow4821YesNo
13076650TRAINING FOR SUBSTITUTING TOUCH GESTURES FOR GUI OR HARDWARE KEYS TO CONTROL AUDIO VIDEO PLAYMarch 2011November 2014Allow4420YesNo
13076854SUBSTITUTING TOUCH GESTURES FOR GUI OR HARDWARE KEYS TO CONTROL AUDIO VIDEO PLAYMarch 2011January 2015Allow4521YesNo
13076696VISUAL CONNECTIVITY OF WIDGETS USING EVENT PROPAGATIONMarch 2011July 2015Allow5140YesNo
12980931COST TRACKING FOR VIRTUAL CONTROL PLANESDecember 2010October 2013Allow3401YesNo
12889992KNOWLEDGE-BASED POLYMORPH UNDOCKABLE TOOLBARSeptember 2010May 2016Allow6020YesYes
12835411SYSTEM AND METHOD FOR USER MODIFICATION OF METADATA IN A SHELL BROWSERJuly 2010June 2013Allow3510YesNo
12648988Synthetic Audiovisual Description Scheme, Method and System for MPEG-7December 2009July 2014Allow5440YesNo
12633222METHOD AND SYSTEM HAVING A MULTI-FUNCTION BASE FOR STORING AND ACCESSING AN AUDIO FILE FOR USE IN SELECTION OF A HORNDecember 2009September 2012Allow3401YesNo
12592894Displaying content associated with electronic mapping systemsDecember 2009April 2013Allow4120YesNo
12592829SYSTEM, SOFTWARE APPLICATION, AND METHOD FOR CUSTOMIZING A HIGH-RESOLUTION IMAGE VIA THE INTERNETDecember 2009December 2012Allow3600YesNo
12556723APPLIANCE DEVELOPMENT TOOLKIT FOR CREATING A THEMEABLE DYNAMIC USER INTERFACE FOR AN APPLIANCESeptember 2009November 2012Allow3900YesNo
12499721Annotations for Electronic ContentJuly 2009May 2013Allow4720YesNo
12480090SYSTEM AND METHOD FOR WEB BROWSINGJune 2009April 2015Allow6051YesNo
12259246TOOL-TIP FOR MULTIMEDIA FILESOctober 2008December 2015Allow6040YesYes
12258802EXPLODED VIEWS FOR PROVIDING RICH REGULARIZED GEOMETRIC TRANSFORMATIONS AND INTERACTION MODELS ON CONTENT FOR VIEWING, PREVIEWING, AND INTERACTING WITH DOCUMENTS, PROJECTS, AND TASKSOctober 2008November 2013Allow6040YesNo
12295082METHOD FOR CONFIGURING DISPLETS FOR AN INTERACTIVE PLATFORM FOR ANALYZING A COMPUTER NETWORK PERFORMANCESeptember 2008January 2015Allow6080YesNo
12163108COLOR AND SYMBOL CODED VISUAL CUES FOR RELATING SCREEN ITEMS TO EACH OTHERJune 2008July 2012Allow4840YesYes
12142440FULL TIME ON-SCREEN ASSISTANCE FOR VIDEO GAMES AND OTHER COMPUTER SOFTWAREJune 2008June 2011Allow3610YesNo
12126255Method and Apparatus for Promoting On-Line Activities Using Rules-Based Virtual WorldsMay 2008March 2014Allow6030YesNo
12125995AUTOMATED CONTENT TRACKING AND CONVERSIONMay 2008August 2016Allow6050YesYes
12109425TAB ORDER MAPPING OF USER INTERFACESApril 2008December 2011Allow4310NoNo
12061613Designing Electronic FormsApril 2008July 2014Allow6060YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner SAX, STEVEN PAUL.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
4
Examiner Affirmed
4
(100.0%)
Examiner Reversed
0
(0.0%)
Reversal Percentile
4.3%
Lower than average

What This Means

With a 0.0% 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
19
Allowed After Appeal Filing
6
(31.6%)
Not Allowed After Appeal Filing
13
(68.4%)
Filing Benefit Percentile
48.4%
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, 31.6% 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.

Examiner SAX, STEVEN PAUL - Prosecution Strategy Guide

Executive Summary

Examiner SAX, STEVEN PAUL works in Art Unit 2146 and has examined 148 patent applications in our dataset. With an allowance rate of 94.6%, this examiner allows applications at a higher rate than most examiners at the USPTO. Applications typically reach final disposition in approximately 50 months.

Allowance Patterns

Examiner SAX, STEVEN PAUL's allowance rate of 94.6% places them in the 83% percentile among all USPTO examiners. This examiner is more likely to allow applications than most examiners at the USPTO.

Office Action Patterns

On average, applications examined by SAX, STEVEN PAUL receive 2.73 office actions before reaching final disposition. This places the examiner in the 80% percentile for office actions issued. This examiner issues more office actions than most examiners, which may indicate thorough examination or difficulty in reaching agreement with applicants.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by SAX, STEVEN PAUL is 50 months. This places the examiner in the 5% percentile for prosecution speed. Applications take longer to reach final disposition with this examiner compared to most others.

Interview Effectiveness

Conducting an examiner interview provides a -3.1% benefit to allowance rate for applications examined by SAX, STEVEN PAUL. This interview benefit is in the 7% percentile among all examiners. Note: Interviews show limited statistical benefit with this examiner compared to others, though they may still be valuable for clarifying issues.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 27.8% of applications are subsequently allowed. This success rate is in the 49% percentile among all examiners. Strategic Insight: RCEs show below-average effectiveness with this examiner. Carefully evaluate whether an RCE or continuation is the better strategy.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 36.0% of cases where such amendments are filed. This entry rate is in the 54% percentile among all examiners. Strategic Recommendation: This examiner shows above-average receptiveness to after-final amendments. If your amendments clearly overcome the rejections and do not raise new issues, consider filing after-final amendments before resorting to an RCE.

Pre-Appeal Conference Effectiveness

When applicants request a pre-appeal conference (PAC) with this examiner, 0.0% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 6% percentile among all examiners. Note: Pre-appeal conferences show limited success with this examiner compared to others. While still worth considering, be prepared to proceed with a full appeal brief if the PAC does not result in favorable action.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 81.8% of appeals filed. This is in the 75% percentile among all examiners. Of these withdrawals, 22.2% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner shows above-average willingness to reconsider rejections during appeals. The mandatory appeal conference (MPEP § 1207.01) provides an opportunity for reconsideration.

Petition Practice

When applicants file petitions regarding this examiner's actions, 55.6% are granted (fully or in part). This grant rate is in the 57% percentile among all examiners. Strategic Note: Petitions show above-average success regarding this examiner's actions. Petitionable matters include restriction requirements (MPEP § 1002.02(c)(2)) and various procedural issues.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 21.6% of allowed cases (in the 98% percentile). Per MPEP § 1302.04, examiner's amendments are used to place applications in condition for allowance when only minor changes are needed. This examiner frequently uses this tool compared to other examiners, indicating a cooperative approach to getting applications allowed. Strategic Insight: If you are close to allowance but minor claim amendments are needed, this examiner may be willing to make an examiner's amendment rather than requiring another round of prosecution.

Quayle Actions: This examiner issues Ex Parte Quayle actions in 4.3% of allowed cases (in the 78% percentile). Per MPEP § 714.14, a Quayle action indicates that all claims are allowable but formal matters remain. This examiner frequently uses Quayle actions compared to other examiners, which is a positive indicator that once substantive issues are resolved, allowance follows quickly.

Prosecution Strategy Recommendations

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

  • Expect multiple rounds of prosecution: This examiner issues more office actions than average. Address potential issues proactively in your initial response and consider requesting an interview early in prosecution.
  • Plan for extended prosecution: Applications take longer than average with this examiner. Factor this into your continuation strategy and client communications.
  • Examiner cooperation: This examiner frequently makes examiner's amendments to place applications in condition for allowance. If you are close to allowance, the examiner may help finalize the claims.

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.