Last updated: July 17, 2026

Application No. 18/507,568

METHOD FOR FAIRNESS-AWARE DATA VALUATION PROCESSING FOR SUPERVISED LEARNING

Non-Final OA

Filed

Nov 13, 2023

Priority

Nov 11, 2022 — PO 118329

Examiner

BAKER, EZRA JAMES

Art Unit

Tech Center

Assignee

Feedzai - Consultadoria E Inovação Tecnológica S A

OA Round

1 (Non-Final)

This examiner grants 41% of cases after interview

— +45.5% interview lift. A telephonic interview to clarify the technical implementation could significantly improve the outcome.

Based on 22 resolved cases, 2023–2026

Examiner Intelligence

BAKER, EZRA JAMES View full profile →

Grants 41% of resolved cases

Career Allowance Rate

9 granted / 22 resolved

-19.1% vs TC avg

Strong +46% interview lift

Without

With

+45.5%

Interview Lift

resolved cases with interview

Typical timeline

4y 1m

Avg Prosecution

19 currently pending

Career history

Total Applications

across all art units

Statute-Specific Performance

§101

14.5%

-25.5% vs TC avg

§103

82.6%

+42.6% vs TC avg

§102

2.9%

-37.1% vs TC avg

Black line = Tech Center average estimate • Based on career data from 22 resolved cases

Prosecution Timeline

Nov 13, 2023

Application Filed

Jun 05, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

17/370,729

Patent 12675712

Identity Graphing for Network Genomes

5y 0m to grant Granted Jul 07, 2026

17/863,840

Patent 12619886

Frozen Model Adaptation Through Soft Prompt Transfer

3y 9m to grant Granted May 05, 2026

17/559,159

Patent 12608619

SUPERSEDED FEDERATED LEARNING

4y 4m to grant Granted Apr 21, 2026

17/455,252

Patent 12585964

EXHAUSTIVE LEARNING TECHNIQUES FOR MACHINE LEARNING ALGORITHMS

4y 4m to grant Granted Mar 24, 2026

17/475,901

Patent 12579477

FEATURE SELECTION USING FEEDBACK-ASSISTED OPTIMIZATION MODELS

4y 6m to grant Granted Mar 17, 2026

Study what changed to get past this examiner. Based on 5 most recent grants.

Strategy Recommendation AI-generated — please review before filing

Get a prosecution strategy drawn from examiner precedents, rejection analysis, and claim mapping.

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Prosecution Projections

1-2

Expected OA Rounds

41%

Grant Probability

86%

With Interview (+45.5%)

4y 1m (~1y 5m remaining)

Median Time to Grant

Low

PTA Risk

Based on 22 resolved cases by this examiner. Grant probability derived from career allowance rate.