Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 18943185 | SYSTEM AND METHOD FOR PROCESSING EXPERIMENTAL DATA | November 2024 | April 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 18909783 | Mitigation for Prompt Injection in A.I. Models Capable of Accepting Text Input | October 2024 | May 2025 | Abandon | 7 | 1 | 0 | No | No |
| 18823611 | GRANULAR NEURAL NETWORK ARCHITECTURE SEARCH OVER LOW-LEVEL PRIMITIVES | September 2024 | April 2025 | Allow | 8 | 1 | 0 | No | No |
| 18775232 | PRE-TRAINED MACHINE LEARNING MODELS FOR REAL-TIME SPEECH FORM CONVERSION | July 2024 | December 2024 | Allow | 5 | 1 | 0 | No | No |
| 18637313 | METHOD AND DEVICE FOR USER GROUPING AND RESOURCE ALLOCATION IN NOMA-MEC SYSTEM BASED | April 2024 | November 2024 | Allow | 7 | 1 | 0 | No | No |
| 18624774 | ARTIFICIAL INTELLIGENCE APPLICATION ASSISTANT | April 2024 | March 2025 | Allow | 11 | 2 | 0 | Yes | No |
| 18605700 | TRAINING NEURAL NETWORK SYSTEMS TO PERFORM MULTIPLE MACHINE LEARNING TASKS | March 2024 | March 2025 | Allow | 12 | 1 | 0 | No | No |
| 18584625 | LEARNING DATA AUGMENTATION POLICIES | February 2024 | February 2025 | Allow | 12 | 1 | 0 | Yes | No |
| 18429667 | METHOD FOR PARAMETER ADJUSTMENT OF REINFORCEMENT LEARNING ALGORITHM | February 2024 | February 2025 | Abandon | 12 | 1 | 0 | No | No |
| 18412698 | ARTIFICIAL INTELLIGENCE MODEL INFERENCE AND TUNING PEER-TO-PEER NETWORK SYSTEM | January 2024 | March 2025 | Allow | 14 | 2 | 0 | Yes | No |
| 18402361 | APPARATUS AND METHOD FOR GENERATING A SOLUTION | January 2024 | June 2024 | Allow | 6 | 1 | 0 | Yes | No |
| 18514467 | SYSTEM, NETWORK AND METHOD FOR SELECTIVE ACTIVATION OF A COMPUTING NETWORK INVOLVING SUPER-IMPOSABLE STOCHASTIC GRAPHS | November 2023 | April 2025 | Allow | 17 | 2 | 0 | Yes | No |
| 18506690 | SYSTEMS AND METHODS FOR PREPROCESSING TARGET DATA AND GENERATING PREDICTIONS USING A MACHINE LEARNING MODEL | November 2023 | April 2025 | Allow | 17 | 3 | 0 | Yes | No |
| 18368318 | SYSTEMS AND METHODS FOR SYNTHETIC DATA GENERATION USING A CLASSIFIER | September 2023 | March 2025 | Allow | 18 | 2 | 0 | Yes | No |
| 18241725 | Predictive system for semiconductor manufacturing using generative large language models | September 2023 | September 2024 | Allow | 13 | 2 | 0 | No | No |
| 18354595 | PRODUCT QUALITY PREDICTION METHOD BASED ON DUAL-CHANNEL INFORMATION COMPLEMENTARY FUSION STACKED AUTO-ENCODER | July 2023 | January 2025 | Allow | 18 | 1 | 0 | No | No |
| 18326499 | GENERATING FORECASTED EMISSIONS VALUE MODIFICATIONS AND MONITORING FOR PHYSICAL EMISSIONS SOURCES UTILIZING MACHINE-LEARNING MODELS | May 2023 | July 2024 | Allow | 14 | 2 | 0 | Yes | No |
| 18199901 | TRAINING NEURAL NETWORK SYSTEMS TO PERFORM MULTIPLE MACHINE LEARNING TASKS | May 2023 | December 2023 | Allow | 7 | 1 | 0 | No | No |
| 18199363 | MULTI-MODAL DATA PREDICTION METHOD BASED ON CAUSAL MARKOV MODEL | May 2023 | August 2024 | Abandon | 15 | 2 | 0 | No | No |
| 18315422 | Systems and Methods for Spatial Graph Convolutions with Applications to Drug Discovery and Molecular Simulation | May 2023 | December 2024 | Allow | 19 | 3 | 0 | Yes | No |
| 18143905 | Error Correction in Ancestry Classification | May 2023 | June 2025 | Abandon | 26 | 2 | 0 | No | No |
| 18143512 | Mitigation for Prompt Injection in A.I. Models Capable of Accepting Text Input | May 2023 | September 2024 | Allow | 16 | 4 | 0 | Yes | No |
| 18141725 | APPARATUS AND A METHOD FOR HIGHER-ORDER GROWTH MODELING | May 2023 | August 2024 | Allow | 15 | 4 | 0 | Yes | No |
| 18102075 | EFFICIENT REAL TIME SERVING OF ENSEMBLE MODELS | January 2023 | February 2025 | Allow | 25 | 3 | 0 | Yes | No |
| 18157595 | SCALABLE PIPELINE FOR LOCAL ANCESTRY INFERENCE | January 2023 | May 2025 | Allow | 28 | 5 | 0 | Yes | No |
| 18015065 | WEIGHT PRECISION CONFIGURATION METHOD AND APPARATUS, COMPUTER DEVICE AND STORAGE MEDIUM | January 2023 | August 2023 | Allow | 7 | 1 | 0 | No | No |
| 17995018 | METHOD FOR ASSESSING HAZARD ON FLOOD SENSITIVITY BASED ON ENSEMBLE LEARNING | September 2022 | February 2024 | Abandon | 17 | 2 | 0 | No | No |
| 17953836 | EXTERNALLY INFORMED COUNTERFACTUAL PREDICTION | September 2022 | March 2025 | Abandon | 30 | 1 | 0 | No | No |
| 17890570 | METHOD AND SYSTEM FOR ARTIFICIAL INTELLIGENCE LEARNING USING MESSAGING SERVICE AND METHOD AND SYSTEM FOR RELAYING ANSWER USING ARTIFICIAL INTELLIGENCE | August 2022 | March 2025 | Abandon | 31 | 4 | 0 | Yes | No |
| 17830286 | BLACK-BOX OPTIMIZATION USING NEURAL NETWORKS | June 2022 | January 2024 | Allow | 20 | 1 | 0 | Yes | No |
| 17828020 | MITIGATING OVERFITTING IN TRAINING MACHINE TRAINED NETWORKS | May 2022 | June 2025 | Abandon | 36 | 2 | 0 | No | No |
| 17827362 | GRANULAR NEURAL NETWORK ARCHITECTURE SEARCH OVER LOW-LEVEL PRIMITIVES | May 2022 | April 2025 | Allow | 34 | 4 | 0 | Yes | No |
| 17727681 | CLASSIFYING AN ENTITY FOR FOLFOX TREATMENT | April 2022 | July 2024 | Allow | 27 | 3 | 0 | Yes | No |
| 17721311 | AUTOMATED POSITIVE TRAIN CONTROL EVENT DATA EXTRACTION AND ANALYSIS ENGINE FOR PERFORMING ROOT CAUSE ANALYSIS OF UNSTRUCTURED DATA | April 2022 | August 2023 | Allow | 16 | 3 | 0 | No | No |
| 17683287 | COMPUTER-BASED SYSTEMS INCLUDING MACHINE LEARNING MODELS TRAINED ON DISTINCT DATASET TYPES AND METHODS OF USE THEREOF | February 2022 | May 2024 | Allow | 27 | 2 | 0 | No | No |
| 17651388 | GENERATING FORECASTED EMISSIONS VALUE MODIFICATIONS AND MONITORING FOR PHYSICAL EMISSIONS SOURCES UTILIZING MACHINE-LEARNING MODELS | February 2022 | March 2023 | Allow | 13 | 2 | 0 | Yes | No |
| 17670368 | DEEP NEURAL NETWORK-BASED DECISION NETWORK | February 2022 | September 2024 | Allow | 32 | 0 | 0 | Yes | No |
| 17578826 | System and Method for Identification and Verification | January 2022 | June 2023 | Allow | 17 | 2 | 0 | Yes | No |
| 17572800 | INTELLIGENT AROMATIC SIMULATION OF FOOD RECIPE | January 2022 | October 2023 | Allow | 21 | 1 | 0 | No | No |
| 17520482 | SYSTEMS AND METHODS FOR SYNTHETIC DATA GENERATION USING A CLASSIFIER | November 2021 | June 2023 | Allow | 19 | 1 | 0 | No | No |
| 17519217 | INTERPRETABLE NEURAL NETWORK | November 2021 | October 2023 | Allow | 24 | 3 | 0 | No | No |
| 17517662 | MIXED-GRANULARITY-BASED JOINT SPARSE METHOD FOR NEURAL NETWORK | November 2021 | April 2023 | Abandon | 17 | 2 | 0 | No | No |
| 17451608 | ADAPTABLE DATASET DISTILLATION FOR HETEROGENEOUS ENVIRONMENTS | October 2021 | May 2025 | Allow | 43 | 2 | 0 | No | No |
| 17499945 | GRADIENT-BASED AUTO-TUNING FOR MACHINE LEARNING AND DEEP LEARNING MODELS | October 2021 | March 2023 | Allow | 17 | 1 | 0 | Yes | No |
| 17490392 | GENERATING A SIMPLIFIED MODEL FOR XIL SYSTEMS | September 2021 | May 2025 | Abandon | 43 | 1 | 0 | Yes | No |
| 17482200 | SYSTEM, METHOD, AND PROGRAM FOR PREDICTING INFORMATION | September 2021 | June 2025 | Allow | 45 | 3 | 0 | Yes | No |
| 17431768 | HYPOTHESIS VERIFICATION APPARATUS, HYPOTHESIS VERIFICATION, AND COMPUTER-READABLE RECORDING MEDIUM | August 2021 | May 2025 | Abandon | 45 | 1 | 0 | Yes | No |
| 17390768 | BATCH NORMALIZATION LAYERS | July 2021 | November 2021 | Allow | 4 | 0 | 0 | Yes | No |
| 17381110 | ENTERPRISE KNOWLEDGE BASE SYSTEM FOR COMMUNITY MEDIATION | July 2021 | May 2025 | Abandon | 46 | 1 | 0 | Yes | No |
| 17372730 | COMPUTER-READABLE RECORDING MEDIUM STORING INFORMATION PROCESSING PROGRAM, INFORMATION PROCESSING DEVICE, AND INFORMATION PROCESSING METHOD | July 2021 | March 2025 | Abandon | 45 | 1 | 0 | No | No |
| 17373319 | IDENTIFYING CANDIDATE OBJECTS FOR ADDITIVE MANUFACTURING | July 2021 | April 2025 | Allow | 45 | 2 | 0 | Yes | No |
| 17373046 | Anomaly Detection Using Graph Neural Networks | July 2021 | May 2025 | Abandon | 46 | 2 | 0 | Yes | No |
| 17371388 | MODEL BUILDING SYSTEM, QUALITY PREDICTION SYSTEM, AND QUALITY MANAGEMENT SYSTEM USING THE SAME | July 2021 | March 2025 | Abandon | 45 | 1 | 0 | No | No |
| 17369199 | APPARATUS AND METHOD FOR ESTIMATING BIO-INFORMATION | July 2021 | December 2024 | Allow | 41 | 1 | 0 | Yes | No |
| 17367989 | METHOD AND ELECTRONIC DEVICE FOR EVALUATING PERFORMANCE OF IDENTIFICATION MODEL | July 2021 | March 2025 | Abandon | 44 | 1 | 0 | No | No |
| 17359426 | HYBRID METHOD OF ASSESSING AND PREDICTING ATHLETIC PERFORMANCE | June 2021 | October 2024 | Abandon | 40 | 1 | 0 | No | No |
| 17356935 | TRAINING NEURAL NETWORKS USING NORMALIZED TARGET OUTPUTS | June 2021 | May 2023 | Allow | 23 | 1 | 0 | No | No |
| 17353121 | MULTI-LAYER NEURAL NETWORK SYSTEM AND METHOD | June 2021 | July 2022 | Allow | 13 | 1 | 0 | Yes | No |
| 17353511 | METHOD OF TRAINING A NEURAL NETWORK TO REFLECT EMOTIONAL PERCEPTION AND RELATED SYSTEM AND METHOD FOR CATEGORIZING AND FINDING ASSOCIATED CONTENT | June 2021 | March 2022 | Allow | 25 | 1 | 0 | No | No |
| 17351775 | INTENT-BASED SCHEDULING VIA DIGITAL PERSONAL ASSISTANT | June 2021 | June 2025 | Allow | 48 | 3 | 0 | Yes | No |
| 17347374 | CODING OF AN EVENT IN AN ANALOG DATA FLOW WITH A FIRST EVENT DETECTION SPIKE AND A SECOND DELAYED SPIKE | June 2021 | March 2025 | Allow | 45 | 2 | 0 | Yes | No |
| 17346794 | METHOD AND APPARATUS FOR UPDATE PROCESSING OF QUESTION ANSWERING SYSTEM | June 2021 | June 2025 | Abandon | 48 | 1 | 0 | No | No |
| 17345702 | IMAGE CLASSIFIER COMPRISING A NON-INJECTIVE TRANSFORMATION | June 2021 | July 2025 | Allow | 49 | 1 | 0 | No | No |
| 17332893 | PARTIALLY LOCAL FEDERATED LEARNING | May 2021 | June 2025 | Allow | 48 | 2 | 0 | Yes | No |
| 17293306 | SYSTEM AND METHOD FOR COLLECTING TRAINING DATA | May 2021 | January 2025 | Abandon | 44 | 2 | 0 | No | No |
| 17306240 | Hierarchical Topic Machine Learning Operation | May 2021 | November 2022 | Allow | 19 | 1 | 0 | No | No |
| 17306237 | Cognitive Machine Learning Architecture | May 2021 | April 2023 | Allow | 24 | 3 | 0 | No | No |
| 17243750 | EXECUTING A NETWORK OF CHATBOTS USING A PARALLEL BOT APPROACH | April 2021 | November 2024 | Allow | 43 | 2 | 0 | No | No |
| 17284480 | DEEP NEURAL NETWORK HARDWARE ACCELERATOR BASED ON POWER EXPONENTIAL QUANTIZATION | April 2021 | August 2024 | Allow | 40 | 1 | 0 | Yes | No |
| 17222623 | METHOD AND SYSTEM FOR HIERARCHICAL WEIGHT-SPARSE CONVOLUTION PROCESSING | April 2021 | June 2021 | Allow | 2 | 0 | 0 | No | No |
| 17216654 | Lossless Tiling in Convolution Networks - Read-Modify-Write in Backward Pass | March 2021 | September 2021 | Allow | 9 | 1 | 0 | Yes | No |
| 17213872 | METHOD AND APPARATUS FOR PREDICTING DESTINATION, ELECTRONIC DEVICE AND STORAGE MEDIUM | March 2021 | September 2024 | Abandon | 42 | 1 | 0 | No | No |
| 17208788 | MULTI-MODEL TRAINING BASED ON FEATURE EXTRACTION | March 2021 | February 2025 | Abandon | 46 | 1 | 0 | No | No |
| 17206326 | SILICON ELECTRON SPIN TYPE MASSIVELY PARALLEL QUANTUM COMPUTER | March 2021 | June 2025 | Abandon | 51 | 2 | 0 | No | No |
| 17197579 | DETERMINING VARIABLE ATTRIBUTION BETWEEN INSTANCES OF DISCRETE SERIES MODELS | March 2021 | March 2025 | Abandon | 48 | 4 | 0 | No | No |
| 17195865 | ARITHMETIC APPARATUS AND ARITHMETIC METHOD | March 2021 | February 2025 | Allow | 47 | 2 | 0 | Yes | No |
| 17193849 | METHOD AND DEVICE FOR PREDICTING PRODUCTION PERFORMANCE OF OIL RESERVOIR | March 2021 | October 2024 | Abandon | 43 | 4 | 0 | Yes | No |
| 17187230 | METHOD AND APPARATUS FOR MONITORING PHYSICAL ACTIVITY | February 2021 | May 2025 | Abandon | 50 | 3 | 0 | No | No |
| 17185018 | LEARNING METHOD, LEARNING SYSTEM, AND LEARNING PROGRAM | February 2021 | October 2024 | Abandon | 43 | 1 | 0 | No | No |
| 17171001 | KNOWLEDGE MODEL CONSTRUCTION SYSTEM AND KNOWLEDGE MODEL CONSTRUCTION METHOD | February 2021 | January 2025 | Abandon | 47 | 1 | 0 | No | No |
| 17167326 | PARAMETER UPDATE APPARATUS, CLASSIFICATION APPARATUS, RECORDING MEDIUM, AND PARAMETER UPDATE METHOD | February 2021 | February 2025 | Abandon | 49 | 2 | 0 | No | No |
| 17165240 | GRAPH DATA REPRESENTATION SYSTEMS AND METHODS FOR ELIGIBILITY DETERMINATION AND/OR MONITORING | February 2021 | May 2025 | Allow | 51 | 3 | 0 | Yes | No |
| 17165096 | METHOD OF TRANSMITTING AND MERGING CONVOLUTIONAL NEURAL NETWORK DATA | February 2021 | February 2025 | Abandon | 48 | 2 | 0 | No | No |
| 17164691 | ATTENTION NEURAL NETWORKS WITH LOCALITY-SENSITIVE HASHING | February 2021 | January 2025 | Allow | 47 | 2 | 0 | Yes | No |
| 17164099 | SYSTEM AND METHOD FOR DATA ANALYTICS LEVERAGING HIGHLY-CORRELATED FEATURES | February 2021 | March 2025 | Abandon | 49 | 2 | 0 | No | No |
| 17163343 | TRAINING METHOD AND SYSTEM FOR DECISION TREE MODEL, STORAGE MEDIUM, AND PREDICTION METHOD | January 2021 | April 2025 | Allow | 51 | 1 | 0 | Yes | No |
| 17161140 | SCALABLE PIPELINE FOR LOCAL ANCESTRY INFERENCE | January 2021 | August 2022 | Allow | 19 | 3 | 0 | Yes | No |
| 17156464 | BATCH NORMALIZATION LAYERS | January 2021 | March 2024 | Allow | 38 | 0 | 0 | Yes | No |
| 17156453 | BATCH NORMALIZATION LAYERS | January 2021 | September 2023 | Allow | 32 | 0 | 0 | Yes | No |
| 17154243 | FAST CONVERGING GRADIENT COMPRESSOR FOR FEDERATED LEARNING | January 2021 | April 2025 | Allow | 51 | 3 | 0 | Yes | No |
| 17152524 | RECRUITMENT PROCESS GRAPH BASED UNSUPERVISED ANOMALY DETECTION | January 2021 | May 2025 | Allow | 52 | 2 | 0 | Yes | No |
| 17152155 | INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND RECORDING MEDIUM | January 2021 | May 2025 | Allow | 52 | 4 | 0 | No | No |
| 17147702 | RUNNING TESTS IN DATA DIGEST MACHINE-LEARNING MODEL | January 2021 | October 2024 | Abandon | 45 | 1 | 0 | No | No |
| 17145289 | EDGE DEVICE PERFORMING ARTIFICIAL INTELLIGENCE INFERENCE ON SENSOR DATA AND METHOD FOR ARTIFICIAL INTELLIGENCE INFERENCE | January 2021 | December 2024 | Abandon | 47 | 2 | 0 | No | No |
| 17257895 | PREPARING SUPERPOSITIONS OF COMPUTATIONAL BASIS STATES ON A QUANTUM COMPUTER | January 2021 | December 2024 | Allow | 47 | 1 | 0 | No | No |
| 17136991 | VERIFICATION SYSTEM AND VERIFICATION METHOD FOR NEURAL NETWORK ACCELERATOR HARDWARE | December 2020 | July 2024 | Abandon | 43 | 1 | 0 | No | No |
| 17133266 | VEHICLE-MOUNTED DEVICE AND METHOD FOR TRAINING OBJECT RECOGNITION MODEL | December 2020 | December 2024 | Abandon | 48 | 1 | 0 | No | No |
| 17133075 | OPTIMIZING AI/ML MODEL TRAINING FOR INDIVIDUAL AUTONOMOUS AGENTS | December 2020 | June 2025 | Abandon | 54 | 2 | 0 | Yes | No |
| 17131039 | DATA DE-IDENTIFICATION METHOD AND APPARATUS | December 2020 | July 2024 | Abandon | 43 | 1 | 0 | No | No |
| 17128895 | SYSTEMS AND METHODS ASSOCIATED WITH MULTI DATA TYPE MULTI DATA SET ARTIFICIAL INTELLIGENCE PACKAGES, MACHINE LEARNING PACKAGES AND MATHEMATICAL SYSTEMS | December 2020 | November 2024 | Abandon | 46 | 0 | 1 | No | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2126.
With a 35.8% reversal rate, the PTAB reverses the examiner's rejections in a meaningful percentage of cases. This reversal rate is above the USPTO average, indicating that appeals have better success here than typical.
Filing a Notice of Appeal can sometimes lead to allowance even before the appeal is fully briefed or decided by the PTAB. This occurs when the examiner or their supervisor reconsiders the rejection during the mandatory appeal conference (MPEP § 1207.01) after the appeal is filed.
In this dataset, 29.9% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is below the USPTO average, suggesting that filing an appeal has limited effectiveness in prompting favorable reconsideration.
✓ Appeals to PTAB show good success rates. If you have a strong case on the merits, consider fully prosecuting the appeal to a Board decision.
⚠ Filing a Notice of Appeal shows limited benefit. Consider other strategies like interviews or amendments before appealing.
Art Unit 2126 is part of Group 2120 in Technology Center 2100. This art unit has examined 3,370 patent applications in our dataset, with an overall allowance rate of 70.1%. Applications typically reach final disposition in approximately 40 months.
Art Unit 2126's allowance rate of 70.1% places it in the 29% percentile among all USPTO art units. This art unit has a below-average allowance rate compared to other art units.
Applications in Art Unit 2126 receive an average of 2.14 office actions before reaching final disposition (in the 75% percentile). The median prosecution time is 40 months (in the 6% percentile).
When prosecuting applications in this art unit, consider the following:
Not Legal Advice: The information provided in this report is for informational purposes only and does not constitute legal advice. You should consult with a qualified patent attorney or agent for advice specific to your situation.
No Guarantees: We do not provide any guarantees as to the accuracy, completeness, or timeliness of the statistics presented above. Patent prosecution statistics are derived from publicly available USPTO data and are subject to data quality limitations, processing errors, and changes in USPTO practices over time.
Limitation of Liability: Under no circumstances will IronCrow AI be liable for any outcome, decision, or action resulting from your reliance on the statistics, analysis, or recommendations presented in this report. Past prosecution patterns do not guarantee future results.
Use at Your Own Risk: While we strive to provide accurate and useful prosecution statistics, you should independently verify any information that is material to your prosecution strategy and use your professional judgment in all patent prosecution matters.