Prosecution Insights
Last updated: July 17, 2026
Application No. 18/531,119

APPARATUS AND METHOD WITH HYBRID QUANTUM-CLASSICAL NEURAL NETWORK ARCHITECTURE GENERATION

Non-Final OA
Filed
Dec 06, 2023
Priority
Aug 02, 2023 — RE 10-2023-0101075
Examiner
ALABI, OLUWATOSIN O
Art Unit
Tech Center
Assignee
Samsung Electronics Co., Ltd.
OA Round
1 (Non-Final)
60%
Grant Probability
Moderate
1-2
OA Rounds
1y 3m
Est. Remaining
82%
With Interview

Examiner Intelligence

Grants 60% of resolved cases
60%
Career Allowance Rate
130 granted / 215 resolved
+0.5% vs TC avg
Strong +22% interview lift
Without
With
+22.0%
Interview Lift
resolved cases with interview
Typical timeline
3y 11m
Avg Prosecution
24 currently pending
Career history
253
Total Applications
across all art units

Statute-Specific Performance

§101
2.4%
-37.6% vs TC avg
§103
86.6%
+46.6% vs TC avg
§102
7.6%
-32.4% vs TC avg
§112
2.2%
-37.8% vs TC avg
Black line = Tech Center average estimate • Based on career data from 215 resolved cases

Prosecution Timeline

Dec 06, 2023
Application Filed
May 20, 2026
Non-Final Rejection mailed
Jun 18, 2026
Interview Requested
Jul 02, 2026
Applicant Interview (Telephonic)
Jul 08, 2026
Examiner Interview Summary

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12682233
OPTIMIZATION AND DIGITAL TWIN OF CHROMATOGRAPHY PURIFICATION PROCESS USING PHYSICS-INFORMED NEURAL NETWORKS
3y 2m to grant Granted Jul 14, 2026
Patent 12670402
MOMENTUM CONTRASTIVE AUTOENCODER
5y 5m to grant Granted Jun 30, 2026
Patent 12670432
METHOD FOR TRAINING DATA PROCESSING MODEL, ELECTRONIC DEVICE AND STORAGE MEDIUM
4y 3m to grant Granted Jun 30, 2026
Patent 12657432
BACKPROPAGATION-BASED EXPLAINABILITY METHOD FOR UNSUPERVISED ANOMALY DETECTION MODELS BASED ON AUTOENCODER ARCHITECTURES
3y 10m to grant Granted Jun 16, 2026
Patent 12645767
WATERMARKING QUANTUM MODELS BY LEVERAGING METADATA
4y 0m to grant Granted Jun 02, 2026
Study what changed to get past this examiner. Based on 5 most recent grants.

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Prosecution Projections

1-2
Expected OA Rounds
60%
Grant Probability
82%
With Interview (+22.0%)
3y 11m (~1y 3m remaining)
Median Time to Grant
Low
PTA Risk
Based on 215 resolved cases by this examiner. Grant probability derived from career allowance rate.

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