Prosecution Insights
Last updated: July 17, 2026
Application No. 18/280,493

System, Method, and Computer Program Product for State Compression in Stateful Machine Learning Models

Non-Final OA
Filed
Sep 06, 2023
Priority
May 21, 2021 — provisional 63/191,504 +2 more
Examiner
SHAW, PETER C
Art Unit
2493
Tech Center
2400 — Computer Networks
Assignee
Visa International Service Association
OA Round
1 (Non-Final)
76%
Grant Probability
Favorable
1-2
OA Rounds
6m
Est. Remaining
99%
With Interview

Examiner Intelligence

Grants 76% — above average
76%
Career Allowance Rate
426 granted / 559 resolved
+18.2% vs TC avg
Strong +36% interview lift
Without
With
+35.6%
Interview Lift
resolved cases with interview
Typical timeline
3y 5m
Avg Prosecution
29 currently pending
Career history
604
Total Applications
across all art units

Statute-Specific Performance

§101
2.5%
-37.5% vs TC avg
§103
69.1%
+29.1% vs TC avg
§102
25.6%
-14.4% vs TC avg
§112
2.4%
-37.6% vs TC avg
Black line = Tech Center average estimate • Based on career data from 559 resolved cases

Prosecution Timeline

Sep 06, 2023
Application Filed
Mar 25, 2026
Non-Final Rejection mailed
Jun 02, 2026
Interview Requested
Jun 09, 2026
Examiner Interview Summary
Jun 09, 2026
Applicant Interview (Telephonic)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12621158
TWO FACTOR AUTHENTICATION DEVICES WITH ACCESSIBILITY FEATURES
2y 2m to grant Granted May 05, 2026
Patent 12566852
NEFARIOUS CODE DETECTION USING SEMANTIC UNDERSTANDING
2y 10m to grant Granted Mar 03, 2026
Patent 12547696
WIRELESS BATTERY MANAGEMENT SYSTEM SAFETY CHANNEL COMMUNICATION LAYER PROTOCOL
3y 2m to grant Granted Feb 10, 2026
Patent 12536342
SOC ARCHITECTURE WITH SECURE, SELECTIVE PERIPHERAL ENABLING/DISABLING
2y 1m to grant Granted Jan 27, 2026
Patent 12511438
DYNAMIC PROVISION OF SOFTWARE APPLICATION FEATURES
2y 0m to grant Granted Dec 30, 2025
Study what changed to get past this examiner. Based on 5 most recent grants.

Strategy Recommendation AI-generated — please review before filing

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Prosecution Projections

1-2
Expected OA Rounds
76%
Grant Probability
99%
With Interview (+35.6%)
3y 5m (~6m remaining)
Median Time to Grant
Low
PTA Risk
Based on 559 resolved cases by this examiner. Grant probability derived from career allowance rate.

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