Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 18905506 | DATA-DEPENDENT TRAINING FOR AUTOMATED KNOWLEDGE SYSTEM THAT COMPRISES A NEURAL NETWORK | October 2024 | March 2025 | Allow | 6 | 1 | 0 | No | No |
| 18889371 | Identifying and Remediating Gaps in Artificial Intelligence use Cases Using a Generative Artificial Intelligence Model | September 2024 | May 2025 | Allow | 8 | 1 | 0 | Yes | No |
| 18844254 | System, Method, and Computer Program Product for Saving Memory During Training of Knowledge Graph Neural Networks | September 2024 | June 2025 | Allow | 9 | 1 | 0 | Yes | No |
| 18815286 | METHOD AND APPARATUS FOR FEW-SHOT RELATION CLASSIFICATION AND FILTERING, AND DEVICE | August 2024 | April 2025 | Allow | 7 | 1 | 0 | Yes | No |
| 18792455 | Multimodal Generative AI Model Protection Using Sequential Sidecars | August 2024 | March 2025 | Allow | 8 | 2 | 0 | No | No |
| 18781938 | MACHINE LEARNING ARCHITECTURES WITH SUB-QUADRATIC ITERATOR MODULES | July 2024 | February 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 18776350 | INTEGER GATE LOGIC ARTIFICIAL NEURAL NETWORK | July 2024 | November 2024 | Allow | 4 | 1 | 0 | Yes | No |
| 18769001 | AA2CDS:Pre-trained Amino Acid-to-Codon Sequence Mapping Enabling Efficient Expression and Yield Optimization | July 2024 | April 2025 | Allow | 9 | 2 | 0 | Yes | No |
| 18754575 | Probabilistically Tunable Conversational Method and System | June 2024 | April 2025 | Allow | 10 | 1 | 0 | No | No |
| 18754513 | Exploratory Recommender Method and System | June 2024 | April 2025 | Allow | 9 | 2 | 0 | No | No |
| 18754550 | Vector-Based Search Method and System | June 2024 | March 2025 | Allow | 9 | 1 | 0 | No | No |
| 18742404 | DATA-DEPENDENT NODE-TO-NODE KNOWLEDGE SHARING BY REGULARIZATION IN DEEP LEARNING | June 2024 | August 2024 | Allow | 2 | 1 | 0 | No | No |
| 18732648 | METHOD, DEVICE, AND MEDIUM FOR PREDICTING FLUE DUST CONCENTRATION | June 2024 | April 2025 | Allow | 11 | 1 | 0 | No | No |
| 18653858 | VALIDATING VECTOR CONSTRAINTS OF OUTPUTS GENERATED BY MACHINE LEARNING MODELS | May 2024 | November 2024 | Allow | 7 | 1 | 1 | Yes | No |
| 18418201 | SYSTEMS AND METHODS FOR RESPONDING TO PREDICTED EVENTS IN TIME-SERIES DATA USING SYNTHETIC PROFILES CREATED BY ARTIFICIAL INTELLIGENCE MODELS TRAINED ON NON-HOMOGENEOUS TIME-SERIES DATA | January 2024 | August 2024 | Allow | 6 | 1 | 0 | Yes | No |
| 18408716 | Schedule-Aware Tensor Distribution Module | January 2024 | January 2025 | Allow | 12 | 1 | 0 | Yes | No |
| 18406829 | SYSTEMS AND METHODS FOR COHORT-BASED PREDICTIONS IN CLUSTERED TIME-SERIES DATA IN ORDER TO DETECT SIGNIFICANT RATE-OF-CHANGE EVENTS | January 2024 | February 2025 | Allow | 13 | 1 | 0 | Yes | No |
| 18395172 | GENERATING VECTOR REPRESENTATIONS OF DOCUMENTS | December 2023 | March 2025 | Allow | 15 | 1 | 0 | Yes | No |
| 18523482 | Method and System for Assessing Drug Efficacy Using Multiple Graph Kernel Fusion | November 2023 | September 2024 | Allow | 10 | 1 | 0 | No | No |
| 18522075 | Systems and Methods of Sparsity Exploiting | November 2023 | June 2025 | Abandon | 19 | 1 | 0 | No | No |
| 18508519 | NEUROMORPHIC METHOD AND APPARATUS WITH MULTI-BIT NEUROMORPHIC OPERATION | November 2023 | March 2025 | Allow | 16 | 1 | 0 | No | No |
| 18501455 | TECHNOLOGY FOR LOWERING PEAK POWER OF NEURAL PROCESSING UNIT USING VARIABLE FREQUENCY | November 2023 | August 2024 | Allow | 9 | 2 | 0 | No | No |
| 18381022 | QUANTUM OPERATING SYSTEM UTILIZING MULTIPLE COMPILERS | October 2023 | June 2024 | Allow | 8 | 1 | 0 | No | No |
| 18478763 | SPLICING SITE CLASSIFICATION USING NEURAL NETWORKS | September 2023 | April 2024 | Allow | 7 | 1 | 0 | Yes | No |
| 18455026 | DEEP NEURAL NETWORK ARCHITECTURE USING PIECEWISE LINEAR APPROXIMATION | August 2023 | September 2024 | Allow | 13 | 0 | 0 | Yes | No |
| 18278723 | QUANTUM CONVOLUTION OPERATOR | August 2023 | April 2024 | Allow | 8 | 1 | 0 | No | No |
| 18354569 | SYSTEMS AND METHODS FOR AGGREGATING TIME-SERIES DATA STREAMS BASED ON POTENTIAL STATE CHARACTERISTICS FOLLOWING AGGREGATION | July 2023 | August 2024 | Allow | 13 | 2 | 0 | Yes | No |
| 18353698 | DATA-DEPENDENT NODE-TO-NODE KNOWLEDGE SHARING BY REGULARIZATION IN DEEP LEARNING | July 2023 | March 2024 | Allow | 8 | 1 | 0 | No | No |
| 18220110 | SYSTEM AND METHOD FOR SAMPLE EVALUATION TO MIMIC TARGET PROPERTIES | July 2023 | November 2023 | Allow | 4 | 1 | 0 | No | No |
| 18219555 | DETERMINISTIC TRAINING OF MACHINE LEARNING MODELS | July 2023 | January 2024 | Allow | 7 | 1 | 0 | No | No |
| 18327850 | SYSTEMS AND METHODS FOR RESPONDING TO PREDICTED EVENTS IN TIME-SERIES DATA USING SYNTHETIC PROFILES CREATED BY ARTIFICIAL INTELLIGENCE MODELS TRAINED ON NON-HOMOGENEOUS TIME-SERIES DATA | June 2023 | February 2024 | Allow | 8 | 1 | 0 | No | No |
| 18325043 | Multi-mode Array Structure and Chip for In-memory Computing | May 2023 | December 2023 | Allow | 7 | 1 | 0 | No | No |
| 18310405 | Method and Apparatus for Amplitude Estimation of Quantum Circuit, Storage Medium, and Electronic Apparatus | May 2023 | December 2023 | Allow | 7 | 1 | 0 | No | No |
| 18141296 | SYSTEMS AND METHODS FOR DATA STRUCTURE GENERATION BASED ON OUTLIER CLUSTERING | April 2023 | September 2023 | Allow | 4 | 1 | 0 | Yes | No |
| 18140633 | ARTIFICIAL INTELLIGENCE CHARACTER MODELS WITH MODIFIABLE BEHAVIORAL CHARACTERISTICS | April 2023 | May 2024 | Allow | 13 | 3 | 0 | Yes | No |
| 18301660 | METHODS FOR DEVELOPMENT OF A MACHINE LEARNING SYSTEM THROUGH LAYERED GRADIENT BOOSTING | April 2023 | August 2023 | Allow | 4 | 0 | 0 | No | No |
| 18299717 | NEURAL NETWORK HARDWARE ACCELERATOR DATA PARALLELISM | April 2023 | May 2024 | Allow | 13 | 1 | 0 | No | No |
| 18130257 | APPARATUS AND A METHOD FOR DIGITAL ASSET MAP GENERATION | April 2023 | November 2024 | Allow | 20 | 3 | 0 | Yes | No |
| 18028566 | NEURAL NETWORK RETRAINING METHOD BASED ON AGING SENSING OF MEMRISTORS | March 2023 | June 2024 | Allow | 15 | 1 | 0 | Yes | No |
| 18124045 | CROP MONITORING SYSTEM AND METHOD THEREOF | March 2023 | August 2023 | Allow | 5 | 1 | 0 | No | No |
| 18123097 | SYSTEM, METHOD AND COMPUTER PROGRAM PRODUCT FOR INTERFACING SOFTWARE ENGINES | March 2023 | January 2024 | Allow | 10 | 2 | 0 | Yes | No |
| 18122641 | UNCERTAINTY QUANTIFICATION FOR MACHINE LEARNING CLASSIFICATION MODELLING | March 2023 | December 2024 | Allow | 21 | 4 | 0 | Yes | No |
| 18120137 | TWO-DIMENSIONAL ARRAY-BASED NEUROMORPHIC PROCESSOR AND IMPLEMENTING METHOD | March 2023 | October 2023 | Allow | 8 | 1 | 0 | No | No |
| 18117986 | AUTOMATED FACTOR GENERATION FOR DECISION ENGINES | March 2023 | December 2023 | Allow | 10 | 2 | 0 | Yes | No |
| 18174498 | SYSTEMS AND METHODS FOR COHORT-BASED PREDICTIONS IN CLUSTERED TIME-SERIES DATA IN ORDER TO DETECT SIGNIFICANT RATE-OF-CHANGE EVENTS | February 2023 | November 2023 | Allow | 8 | 1 | 0 | Yes | No |
| 18020014 | CONSTRUCTING AND PROGRAMMING DRIVER GRAPHS IN QUANTUM HARDWARE FOR NON-STOQUASTIC QUANTUM OPTIMIZATION ANNEALING PROCESSES | February 2023 | April 2024 | Allow | 14 | 2 | 0 | Yes | No |
| 18099904 | SELECTION OF MACHINE LEARNING ALGORITHMS | January 2023 | August 2024 | Allow | 18 | 2 | 0 | No | No |
| 18098898 | SYSTEM AND METHOD FOR SAMPLE EVALUATION TO MIMIC TARGET PROPERTIES | January 2023 | June 2023 | Allow | 5 | 1 | 0 | No | No |
| 18152102 | METHOD AND APPARATUS FOR INFORMATION REPRESENTATION, EXCHANGE, VALIDATION, AND UTILIZATION THROUGH DIGITAL CONSOLIDATION | January 2023 | February 2024 | Allow | 13 | 1 | 1 | Yes | No |
| 18065441 | SYSTEMS AND METHODS FOR RESPONDING TO PREDICTED EVENTS IN TIME-SERIES DATA USING SYNTHETIC PROFILES CREATED BY ARTIFICIAL INTELLIGENCE MODELS TRAINED ON NON-HOMOGENOUS TIME SERIES-DATA | December 2022 | May 2023 | Allow | 5 | 1 | 0 | Yes | No |
| 18009341 | ENHANCED DYNAMIC RANDOM ACCESS MEMORY (EDRAM)-BASED COMPUTING-IN-MEMORY (CIM) CONVOLUTIONAL NEURAL NETWORK (CNN) ACCELERATOR | December 2022 | August 2023 | Allow | 9 | 0 | 0 | No | No |
| 18061100 | DAG MODIFICATION MODULE, PROCESSING DEVICE INCLUDING SAME, AND DAG MODIFICATION METHOD OF PROCESSING DEVICE | December 2022 | February 2025 | Abandon | 27 | 6 | 0 | Yes | No |
| 17993463 | SYSTEM AND METHOD OF DETERMINING AND EXECUTING DEEP TENSOR COLUMNS IN NEURAL NETWORKS | November 2022 | February 2024 | Allow | 15 | 1 | 0 | Yes | No |
| 17992814 | OPTIMIZATION METHOD AND APPARATUS FOR COMPILING COMPUTATION GRAPH | November 2022 | December 2024 | Abandon | 35 | 2 | 0 | Yes | Yes |
| 17992822 | MEMORY OPTIMIZATION METHOD AND APPARATUS FOR NEURAL NETWORK COMPILATION | November 2022 | December 2024 | Abandon | 35 | 2 | 0 | Yes | Yes |
| 17985257 | NEURAL PROCESSING UNIT FOR BINARIZED NEURAL NETWORK | November 2022 | August 2023 | Allow | 9 | 2 | 0 | No | No |
| 18051510 | SYSTEM, SERVER AND METHOD FOR PREDICTING ADVERSE EVENTS | October 2022 | April 2024 | Allow | 18 | 1 | 1 | No | No |
| 18051217 | PRIVACY-PRESERVING LABELING AND CLASSIFICATION OF EMAIL | October 2022 | February 2025 | Allow | 27 | 4 | 0 | Yes | No |
| 18050694 | SYSTEMS AND METHODS FOR SYNTHETIC DATABASE QUERY GENERATION | October 2022 | May 2025 | Allow | 30 | 3 | 0 | Yes | No |
| 17972466 | USING EMBEDDING FUNCTIONS WITH A DEEP NETWORK | October 2022 | December 2023 | Allow | 13 | 1 | 0 | Yes | No |
| 17959827 | DATA COLLECTION SYSTEM, DATA COLLECTION DEVICE, DATA ACQUISITION DEVICE, AND DATA COLLECTION METHOD | October 2022 | November 2023 | Abandon | 13 | 2 | 0 | Yes | No |
| 17958701 | SYSTEM AND METHOD FOR IMPROVING USER ENGAGEMENT BASED ON USER SESSION ANALYSIS | October 2022 | October 2024 | Allow | 25 | 3 | 0 | Yes | No |
| 17937060 | RECURRENT NEURAL NETWORK AND TRAINING PROCESS FOR SAME | September 2022 | September 2023 | Allow | 12 | 1 | 0 | Yes | No |
| 17910443 | NEURAL NETWORK MODEL, METHOD, ELECTRONIC DEVICE, AND READABLE MEDIUM | September 2022 | July 2023 | Allow | 10 | 1 | 0 | No | No |
| 17909003 | METHOD FOR OPTIMALLY SELECTING FLOOD-CONTROL OPERATION SCHEME BASED ON TEMPORAL CONVOLUTIONAL NETWORK | September 2022 | February 2024 | Abandon | 18 | 2 | 0 | Yes | No |
| 17892542 | SYSTEMS AND METHODS FOR CORRELATING CUTANEOUS ACTIVITY WITH HUMAN PERFORMANCE | August 2022 | February 2024 | Allow | 18 | 5 | 0 | Yes | No |
| 17888547 | METHOD FOR CAUSAL INFERENCE BASED ON COLLECTIVE MOVEMENTS OF ACTIVE GROUP | August 2022 | October 2023 | Abandon | 14 | 2 | 0 | No | No |
| 17889186 | SYSTEMS AND METHODS FOR GENERATING A CHATBOT | August 2022 | March 2023 | Allow | 7 | 1 | 0 | Yes | No |
| 17800176 | SPIKING NEURAL NETWORK-BASED DATA PROCESSING METHOD, COMPUTING CORE CIRCUIT, AND CHIP | August 2022 | November 2023 | Allow | 15 | 2 | 0 | No | No |
| 17760398 | DATA-DEPENDENT NODE-TO-NODE KNOWLEDGE SHARING BY REGULARIZATION IN DEEP LEARNING | August 2022 | April 2023 | Allow | 8 | 1 | 0 | Yes | No |
| 17875223 | ELECTRICAL NETWORKS USING ANALYTIC LOSS GRADIENTS FOR DESIGN, ANALYSIS AND MACHINE LEARNING | July 2022 | November 2023 | Allow | 16 | 2 | 0 | Yes | No |
| 17874876 | TOOL FOR FACILITATING EFFICIENCY IN MACHINE LEARNING | July 2022 | January 2024 | Allow | 18 | 1 | 0 | No | No |
| 17793732 | NEURAL NETWORK ACCELERATING METHOD AND DEVICE WITH EFFICIENT USAGE OF TOTAL VIDEO MEMORY SIZE OF GPUS | July 2022 | March 2023 | Allow | 8 | 0 | 0 | No | No |
| 17811648 | SYSTEMS AND METHODS FOR DEVELOPING BRAIN COMPUTER INTERFACE | July 2022 | February 2023 | Allow | 7 | 1 | 0 | No | No |
| 17859721 | SYSTEMS AND METHODS FOR PIPELINED HETEROGENEOUS DATAFLOW FOR ARTIFICIAL INTELLIGENCE ACCELERATORS | July 2022 | June 2025 | Allow | 35 | 0 | 0 | No | No |
| 17852521 | Method and System for Assessing Drug Efficacy Using Multiple Graph Kernel Fusion | June 2022 | August 2023 | Allow | 14 | 2 | 0 | Yes | No |
| 17849292 | SYSTEMS AND METHODS TO IDENTIFY DOCUMENT TRANSITIONS BETWEEN ADJACENT DOCUMENTS WITHIN DOCUMENT BUNDLES | June 2022 | August 2023 | Allow | 14 | 1 | 0 | No | No |
| 17848316 | Methods and Apparatus for Accessing External Memory in a Neural Network Processing System | June 2022 | February 2024 | Allow | 19 | 4 | 0 | Yes | No |
| 17786564 | Brain-inspired cognitive learning method | June 2022 | December 2023 | Allow | 18 | 1 | 0 | Yes | No |
| 17841252 | MACHINE LEARNING MODELS FOR AUTOMATED SUSTAINABILITY DATA SOURCE INGESTION AND PROCESSING | June 2022 | August 2023 | Abandon | 14 | 1 | 0 | No | No |
| 17838756 | SYSTEM TO MONITOR AND PROCESS WATER-RELATED DATA | June 2022 | March 2024 | Allow | 21 | 2 | 0 | Yes | No |
| 17806143 | LOW POWER HARDWARE ARCHITECTURE FOR HANDLING ACCUMULATION OVERFLOWS IN A CONVOLUTION OPERATION | June 2022 | August 2024 | Allow | 26 | 6 | 0 | Yes | No |
| 17827130 | Systems and Methods for Machine-Learned Models Having Convolution and Attention | May 2022 | April 2023 | Allow | 11 | 2 | 0 | Yes | No |
| 17825774 | Classical and Quantum Algorithms for Orthogonal Neural Networks | May 2022 | August 2023 | Allow | 14 | 1 | 0 | No | No |
| 17738436 | SYSTEM, METHOD, AND COMPUTER DEVICE FOR TRANSISTOR-BASED NEURAL NETWORKS | May 2022 | December 2022 | Allow | 7 | 1 | 0 | Yes | No |
| 17728590 | RISK ASSESSMENT WITH AUTOMATED ESCALATION OR APPROVAL | April 2022 | August 2022 | Allow | 4 | 0 | 0 | No | No |
| 17726563 | METHOD FOR ADAPTING DEEP LEARNING FRAMEWORK TO HARDWARE DEVICE BASED ON UNIFIED BACKEND ENGINE | April 2022 | June 2023 | Allow | 14 | 2 | 0 | Yes | No |
| 17767247 | QUANTUM COMPUTING BASED HYBRID SOLUTION STRATEGIES FOR LARGE-SCALE DISCRETE-CONTINUOUS OPTIMIZATION PROBLEMS | April 2022 | May 2023 | Allow | 13 | 1 | 0 | Yes | No |
| 17706734 | METHOD FOR EXECUTION OF COMPUTATIONAL GRAPH IN NEURAL NETWORK MODEL AND APPARATUS THEREOF | March 2022 | July 2023 | Allow | 15 | 2 | 0 | No | No |
| 17705129 | NEURAL NETWORK LEARNING FOR THE PREVENTION OF FALSE POSITIVE AUTHORIZATIONS | March 2022 | June 2024 | Allow | 27 | 1 | 0 | Yes | No |
| 17656625 | NEURAL PROCESSING DEVICE AND METHOD FOR PRUNING THEREOF | March 2022 | December 2023 | Allow | 21 | 4 | 0 | Yes | No |
| 17655838 | SYSTEMS AND METHODS FOR REDUCING PROBLEMATIC CORRELATIONS BETWEEN FEATURES FROM MACHINE LEARNING MODEL DATA | March 2022 | June 2025 | Allow | 38 | 1 | 0 | Yes | No |
| 17694738 | METHOD AND SYSTEM FOR PROCESSING MULTI-REQUEST APPLICATIONS | March 2022 | June 2024 | Abandon | 27 | 1 | 0 | No | No |
| 17642266 | NEURAL NETWORK MAPPING METHOD AND APPARATUS | March 2022 | July 2023 | Allow | 17 | 2 | 0 | Yes | No |
| 17689185 | NEURAL BREGMAN DIVERGENCES FOR DISTANCE LEARNING | March 2022 | April 2023 | Allow | 14 | 3 | 0 | Yes | No |
| 17676685 | OMNICHANNEL INTELLIGENT NEGOTIATION ASSISTANT | February 2022 | October 2022 | Allow | 8 | 2 | 0 | Yes | No |
| 17674117 | NOISE CONTRASTIVE ESTIMATION FOR COLLABORATIVE FILTERING | February 2022 | March 2025 | Abandon | 37 | 3 | 0 | Yes | Yes |
| 17633186 | SEPARATION OF STATES OF MECHANICAL PRESSES BY ANALYZING TRAINED PATTERNS IN A NEURAL NETWORK | February 2022 | July 2024 | Allow | 29 | 5 | 0 | No | No |
| 17589887 | USING MACHINE LEARNING AND HISTORICAL EVENT DATA TO LEVERAGE PREDICTED ODDS FOR FUTURE EVENTS | January 2022 | June 2022 | Allow | 5 | 1 | 0 | Yes | No |
| 17582663 | Computer System and Method for Detecting Anomalies in Multivariate Data | January 2022 | September 2024 | Allow | 32 | 5 | 0 | No | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2125.
With a 30.1% reversal rate, the PTAB reverses the examiner's rejections in a meaningful percentage of cases. This reversal rate is below the USPTO average, indicating that appeals face more challenges 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, 35.9% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is above the USPTO average, suggesting that filing an appeal can be an effective strategy for prompting reconsideration.
⚠ Appeals to PTAB face challenges. Ensure your case has strong merit before committing to full Board review.
✓ Filing a Notice of Appeal is strategically valuable. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.
Art Unit 2125 is part of Group 2120 in Technology Center 2100. This art unit has examined 5,731 patent applications in our dataset, with an overall allowance rate of 79.4%. Applications typically reach final disposition in approximately 34 months.
Art Unit 2125's allowance rate of 79.4% places it in the 56% percentile among all USPTO art units. This art unit has an above-average allowance rate compared to other art units.
Applications in Art Unit 2125 receive an average of 1.71 office actions before reaching final disposition (in the 40% percentile). The median prosecution time is 34 months (in the 25% 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.