Prosecution Insights
Last updated: July 17, 2026
Application No. 18/276,972

ENERGY-EFFICIENT DEEP NEURAL NETWORK TRAINING ON DISTRIBUTED SPLIT ATTRIBUTES

Non-Final OA
Filed
Aug 11, 2023
Priority
Feb 15, 2021 — provisional 63/149,474 +1 more
Examiner
NGUYEN, TRI T
Art Unit
2128
Tech Center
2100 — Computer Architecture & Software
Assignee
Telefonaktiebolaget LM Ericsson
OA Round
1 (Non-Final)
68%
Grant Probability
Favorable
1-2
OA Rounds
11m
Est. Remaining
82%
With Interview

Examiner Intelligence

Grants 68% — above average
68%
Career Allowance Rate
130 granted / 192 resolved
+12.7% vs TC avg
Moderate +14% lift
Without
With
+14.5%
Interview Lift
resolved cases with interview
Typical timeline
3y 11m
Avg Prosecution
12 currently pending
Career history
219
Total Applications
across all art units

Statute-Specific Performance

§101
7.0%
-33.0% vs TC avg
§103
88.3%
+48.3% vs TC avg
§102
2.1%
-37.9% vs TC avg
§112
1.9%
-38.1% vs TC avg
Black line = Tech Center average estimate • Based on career data from 192 resolved cases

Prosecution Timeline

Aug 11, 2023
Application Filed
May 13, 2026
Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12645964
QUANTUM CONTROL SYSTEM, QUANTUM CONTROL PROCESSOR, AND QUANTUM INSTRUCTION SET EXECUTION METHOD
4y 4m to grant Granted Jun 02, 2026
Patent 12639611
QUANTUM STATE VECTOR IMPLEMENTATION TOOLKIT
4y 1m to grant Granted May 26, 2026
Patent 12608586
PARAMETER SHARING DECODER PAIR FOR AUTO COMPOSING
5y 5m to grant Granted Apr 21, 2026
Patent 12572820
METHODS AND SYSTEMS FOR GENERATING KNOWLEDGE GRAPHS FROM PROGRAM SOURCE CODE
5y 6m to grant Granted Mar 10, 2026
Patent 12536418
PERTURBATIVE NEURAL NETWORK
5y 5m to grant Granted Jan 27, 2026
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
68%
Grant Probability
82%
With Interview (+14.5%)
3y 11m (~11m remaining)
Median Time to Grant
Low
PTA Risk
Based on 192 resolved cases by this examiner. Grant probability derived from career allowance rate.

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