Prosecution Insights
Prosecution Insights
Tech Center 4100 • Art Units: 2122 2125 2126 2128 2147 4100
This examiner grants 100% of resolved cases
Majd Maher Haddad operates within Art Unit 2122 of Tech Center 4100. The examiner has a sample of 5 resolved cases, which currently results in an allowance rate of 100.0 percent. With 5 resolved cases, the examiner is in the early stages of building a public prosecution history. While this approval rate is present in the current data, the limited number of resolutions means that this figure may fluctuate as the examiner's docket expands. Practitioners should view this rate as an indicator of the examiner's receptiveness to claims in these specific instances.
The interview lift is currently 0.0 percent. For the cases that have been granted, the median days to allowance is 1236. This pendency figure provides a baseline for the time required to navigate the examination process from filing to issuance. Given the case volume, applicants should prepare for potential changes in these metrics as more data becomes available for this examiner.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18104002 | METHOD OF AGGREGATING MODELS | Non-Final OA | SAMSUNG ELECTRONICS CO., LTD. |
| 18253859 | Machine-Learned Models for Multimodal Searching and Retrieval of Images | Non-Final OA | Google LLC |
| 18280385 | LOGICAL EXPRESSION PROCESSING DEVICE, LOGICAL EXPRESSION PROCESSING METHOD, AND LOGICAL EXPRESSION PROCESSING PROGRAM | Non-Final OA | NEC Corporation |
| 18133047 | AUTOMATIC SIGNAL CLUSTERING WITH AMBIENT SIGNALS FOR ML ANOMALY DETECTION | Final Rejection | ORACLE INTERNATIONAL CORPORATION |
| 18646009 | MACHINE LEARNING PIPELINE FOR DEPLOYING SCALABLE DISTRIBUTED SYSTEMS USING A LARGE LANGUAGE MODEL | Non-Final OA | Nokia Solutions and Networks Oy |
| 17517378 | GROUNDED MULTIMODAL AGENT INTERACTIONS | Final Rejection | Microsoft Technology Licensing, LLC |
| 18446149 | POST-MODELING VISUALIZATION | Final Rejection | International Business Machines Corporation |
| 18194603 | DEFENSE FROM MEMBERSHIP INFERENCE ATTACKS IN TRANSFER LEARNING | Final Rejection | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 18127952 | POLYMER DISCOVERY VIA REINFORCEMENT LEARNING WITH EXPERT-DEFINED LOGICAL ACTIONS | Non-Final OA | International Business Machines Corporation |
| 18362123 | METHOD AND SYSTEM FOR SWITCHING BETWEEN HARDWARE ACCELERATORS FOR DATA MODEL TRAINING | Final Rejection | Tata Consultancy Services Limited |
| 17555245 | METHOD AND SYSTEM FOR LOCAL EXPLAINABILITY OF NEURAL NETWORK PREDICTION FIELD | Non-Final OA | SAP SE |
| 17455015 | BAYESIAN MODELING FOR RISK ASSESSMENT BASED ON INTEGRATING INFORMATION FROM DYNAMIC DATA SOURCES | Final Rejection | EQUIFAX INC. |
| 18428601 | METHOD AND DEVICE FOR FAIR FEW-SHOT CIL | Non-Final OA | Korea Advanced Institute of Science and Technology |
| 18346532 | TRAINING OF MACHINE-LEARNING ALGORITHM USING EXPLAINABLE ARTIFICIAL INTELLIGENCE | Non-Final OA | Infineon Technologies AG |
| 17959232 | NEURAL NETWORKS WITH TRANSFORMED ACTIVATION FUNCTION LAYERS | Final Rejection | DeepMind Technologies Limited |
| 18646077 | Energy Consumption Control Method, System and Computer Program Product | Non-Final OA | FLYTECH TECHNOLOGY CO., LTD. |
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