Last updated: July 17, 2026

Application No. 18/352,072

LOCAL AUTO-SCALING CLASSIFICATION OF A SPECTROSCOPIC DATASET

Non-Final OA

Filed

Jul 13, 2023

Examiner

TRAN, QUOC A

Art Unit

2145

Tech Center

2100 — Computer Architecture & Software

Assignee

Viavi Solutions Inc.

OA Round

1 (Non-Final)

Interview Optional

— +28.8% interview lift. Interview already conducted in this application's prosecution history. This examiner has a 81% grant rate with +28.8% interview lift. Since an interview has already been tried, recommend written response with narrowed claims based on precedent claim evolution patterns.

Based on 750 resolved cases, 2023–2026

Examiner Intelligence

TRAN, QUOC A View full profile →

Grants 81% — above average

Career Allowance Rate

605 granted / 750 resolved

+25.7% vs TC avg

Strong +29% interview lift

Without

With

+28.8%

Interview Lift

resolved cases with interview

Typical timeline

3y 3m

Avg Prosecution

11 currently pending

Career history

764

Total Applications

across all art units

Statute-Specific Performance

§101

3.5%

-36.5% vs TC avg

§103

86.4%

+46.4% vs TC avg

§102

3.1%

-36.9% vs TC avg

§112

1.6%

-38.4% vs TC avg

Black line = Tech Center average estimate • Based on career data from 750 resolved cases

Prosecution Timeline

Jul 13, 2023

Application Filed

Apr 28, 2026

Non-Final Rejection mailed

Jul 09, 2026

Examiner Interview Summary

Jul 09, 2026

Applicant Interview (Telephonic)

Precedent Cases

Applications granted by this same examiner with similar technology

18/107,943

Patent 12682256

SEMANTIC CONSISTENCY MODEL FOR DETERMINING A SEMANTIC CONSISTENCY OF CONTENTS OF AT LEAST TWO SCREENSHOTS

3y 5m to grant Granted Jul 14, 2026

18/322,851

Patent 12682266

PERTURBATION RF SIGNAL GENERATOR INCORPORATING QUANTUM COMPUTING WITH GAME THEORETIC OPTIMIZATION AND RELATED METHODS

3y 1m to grant Granted Jul 14, 2026

17/747,400

Patent 12675296

EXECUTING LARGE ARTIFICIAL INTELLIGENCE MODELS ON MEMORY-CONSTRAINED DEVICES

4y 1m to grant Granted Jul 07, 2026

18/179,214

Patent 12675703

MULTI-MODAL ARTIFICAL NEURAL NETWORK AND A SELF-SUPERVISED LEARNING METHOD FOR TRAINING SAME

3y 4m to grant Granted Jul 07, 2026

17/988,745

Patent 12670231

MACHINE LEARNING FOR NON-IMAGING DATA USING TASK-DEPENDENT FEATURE DEPENDENCIES

3y 7m to grant Granted Jun 30, 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

81%

Grant Probability

99%

With Interview (+28.8%)

3y 3m (~3m remaining)

Median Time to Grant

Low

PTA Risk

Based on 750 resolved cases by this examiner. Grant probability derived from career allowance rate.