Notice of Pre-AIA or AIA Status
The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA .
DETAILED ACTION
This Action is responsive to the Application filed on 01/27/2026.
Claims 1-2, 8-9, 15-16 and 21 are currently amended.
Claims 4, 11 and 18 have been canceled.
Claims 1, 8 and 15 are independent claims.
Claim Rejections - 35 USC § 112
The following is a quotation of 35 U.S.C. 112(b):
(b) CONCLUSION.—The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the inventor or a joint inventor regards as the invention.
The following is a quotation of 35 U.S.C. 112 (pre-AIA ), second paragraph:
The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the applicant regards as his invention.
Claim 1 and similar claims in structure are rejected under 35 U.S.C 112(b) as being indefinite for failing to particularly point out and distinctly claim the subject matter. The limitation “dividing the series … the trained neural network… by the neural network” renders the claim indefinite. The claim recites an “Unsupervised Neural Network” or “Trained Neural Network”, hence it is unclear which Neural Network is measuring the difference between the neural network output and the ground truth. Furthermore, to expedite prosecution, the difference between "the neural network" with the understanding of the specification is treated as the "trained NN" (or "unsupervised NN"), which should fit based on measuring the difference between the neural network output and the ground truth.
Response to Arguments
Applicant's arguments filed 1/27/2026 have been fully considered, and in part are persuasive.
Pertaining to rejection under 101
Rejections for claims 1-3, 5-10, 12-17 and 19-21 are withdrawn under 35 USC § 101
Pertaining to rejection under 103
Rejections for claims 1-3, 5-10, 12-17 and 19-21 are withdrawn under 35 USC § 103
Examiners Note
The examiner tried contacting the attorney on record to clarify certain issues. However, the examiner was told the applicant is no longer with the company filing their case.
Conclusion
Applicant's amendment necessitated the new ground(s) of rejection presented in this Office action. Accordingly, THIS ACTION IS MADE FINAL. See MPEP § 706.07(a). Applicant is reminded of the extension of time policy as set forth in 37 CFR 1.136(a).
A shortened statutory period for reply to this final action is set to expire THREE MONTHS from the mailing date of this action. In the event a first reply is filed within TWO MONTHS of the mailing date of this final action and the advisory action is not mailed until after the end of the THREE-MONTH shortened statutory period, then the shortened statutory period will expire on the date the advisory action is mailed, and any nonprovisional extension fee (37 CFR 1.17(a)) pursuant to 37 CFR 1.136(a) will be calculated from the mailing date of the advisory action. In no event, however, will the statutory period for reply expire later than SIX MONTHS from the mailing date of this final action.
Any inquiry concerning this communication or earlier communications from the examiner should be directed to EVEL HONORE whose telephone number is (703)756-1179. The examiner can normally be reached Monday-Friday 8 a.m. -5:30 p.m.
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If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Mariela D Reyes can be reached at (571) 270-1006. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300.
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EVEL HONORE
Examiner
Art Unit 2142
/HAIMEI JIANG/Primary Examiner, Art Unit 2142
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