Last updated: July 17, 2026

Application No. 18/423,462

SYSTEM AND METHOD FOR MODEL TRAINING IN ENHANCED PRIVACY ENVIRONMENTS

Non-Final OA

Filed

Jan 26, 2024

Examiner

GODO, MORIAM MOSUNMOLA

Art Unit

Tech Center

Assignee

Yahoo Ad Tech LLC

OA Round

1 (Non-Final)

This examiner grants 44% of cases after interview

— +35.0% interview lift. A telephonic interview to clarify the technical implementation could significantly improve the outcome.

Based on 70 resolved cases, 2023–2026

Examiner Intelligence

GODO, MORIAM MOSUNMOLA View full profile →

Grants 44% of resolved cases

Career Allowance Rate

31 granted / 70 resolved

-15.7% vs TC avg

Strong +35% interview lift

Without

With

+35.0%

Interview Lift

resolved cases with interview

Typical timeline

4y 7m

Avg Prosecution

28 currently pending

Career history

120

Total Applications

across all art units

Statute-Specific Performance

§101

1.3%

-38.7% vs TC avg

§103

92.5%

+52.5% vs TC avg

§102

0.5%

-39.5% vs TC avg

§112

5.0%

-35.0% vs TC avg

Black line = Tech Center average estimate • Based on career data from 70 resolved cases

Prosecution Timeline

Jan 26, 2024

Application Filed

Jun 29, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

18/743,059

Patent 12664412

SYSTEM AND METHOD FOR IN-MEMORY IMAGE PROCESSING

2y 0m to grant Granted Jun 23, 2026

16/927,018

Patent 12639556

Object-Centric Learning with Slot Attention

5y 10m to grant Granted May 26, 2026

18/583,459

Patent 12608609

MACHINE LEARNING BASED FILE RANKING METHODS AND SYSTEMS

2y 2m to grant Granted Apr 21, 2026

18/919,417

Patent 12602586

SUPERVISORY NEURON FOR CONTINUOUSLY ADAPTIVE NEURAL NETWORK

1y 5m to grant Granted Apr 14, 2026

17/096,425

Patent 12530583

VOLUME PRESERVING ARTIFICIAL NEURAL NETWORK AND SYSTEM AND METHOD FOR BUILDING A VOLUME PRESERVING TRAINABLE ARTIFICIAL NEURAL NETWORK

5y 2m to grant Granted Jan 20, 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.

Typically takes 5-10 seconds — AI-generated, attorney review required before filing

Prosecution Projections

1-2

Expected OA Rounds

44%

Grant Probability

79%

With Interview (+35.0%)

4y 7m (~2y 1m remaining)

Median Time to Grant

Low

PTA Risk

Based on 70 resolved cases by this examiner. Grant probability derived from career allowance rate.