Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 19376307 | Curation And Provision Of Digital Content | October 2025 | March 2026 | Allow | 4 | 0 | 0 | No | No |
| 19360280 | ATTENTION NEURAL NETWORKS WITH LINEAR UNITS | October 2025 | December 2025 | Allow | 2 | 0 | 0 | Yes | No |
| 19336529 | SYSTEM AND SOC COMPRISING HETEROGENEOUS PROCESSORS CAPABLE OF PROCESSING ARTIFICIAL INTELLIGENCE AND METHOD THEREOF | September 2025 | February 2026 | Allow | 4 | 1 | 0 | No | No |
| 19325796 | HIERARCHICAL CASCADE ARCHITECTURE OF SEMANTIC FINGERPRINTING OPERATIONS FOR AGENT ROUTING | September 2025 | January 2026 | Allow | 4 | 0 | 0 | No | No |
| 19324906 | SYSTEMS AND METHODS OF SENSOR DATA FUSION | September 2025 | February 2026 | Allow | 5 | 1 | 0 | No | No |
| 19320807 | ARCHITECTURAL AUGMENTATION OF NEURAL NETWORKS USING EVALUATED SPECIALTY NODE UNITS | September 2025 | January 2026 | Allow | 5 | 1 | 0 | No | No |
| 19319633 | THRESHOLD-BASED ADAPTIVE ONTOLOGY AND KNOWLEDGE GRAPH MODIFICATION USING GENERATIVE ARTIFICIAL INTELLIGENCE | September 2025 | March 2026 | Allow | 6 | 0 | 0 | No | No |
| 19315849 | System and Method for Enterprise Hierarchical Persistent Cognitive Machines with Organizational Hierarchy Awareness and Compliance Integration | September 2025 | February 2026 | Allow | 5 | 1 | 0 | No | No |
| 19313736 | SELF-SUPERVISED RETRIEVER OPTIMIZATION VIA ATTENTION-DERIVED FEEDBACK IN RETRIEVAL AUGMENTED GENERATION SYSTEMS | August 2025 | October 2025 | Allow | 2 | 0 | 0 | No | No |
| 19294125 | Mobile-Optimized Multi-Stage LLM with Federated Persistent Cognitive Architecture | August 2025 | February 2026 | Allow | 6 | 1 | 0 | No | No |
| 19290471 | SYSTEMS AND METHODS FOR COGNITIVE INFERENCING FOR LARGE LANGUAGE MODELS | August 2025 | October 2025 | Allow | 2 | 0 | 0 | No | No |
| 19279103 | DYNAMIC ARTIFICIAL INTELLIGENCE AGENT ORCHESTRATION USING A LARGE LANGUAGE MODEL GATEWAY ROUTER | July 2025 | September 2025 | Allow | 2 | 0 | 0 | No | No |
| 19278730 | ADAPTIVE GENETIC ALGORITHM FOR MANAGING AND SCHEDULING CROSS-DOMAIN HETEROGENEOUS STORAGE CLUSTERS | July 2025 | November 2025 | Allow | 4 | 1 | 0 | No | No |
| 19275890 | EVENT PREDICTION METHOD BASED ON SATELLITE ORBIT THREAT DOMAIN KNOWLEDGE GRAPH | July 2025 | February 2026 | Allow | 6 | 1 | 0 | No | No |
| 19270319 | Multilingual Healthcare System with Personalized Medical Assistant, Decision Support, and Closed-Loop Device Control | July 2025 | December 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19267572 | MISTING FAN | July 2025 | December 2025 | Allow | 5 | 1 | 0 | No | No |
| 19265958 | HYBRID LANGUAGE MODEL AND DETERMINISTIC PROCESSING FOR UNCERTAINTY ANALYSIS | July 2025 | December 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19260485 | PROCESSING HETEROGENEOUS GENERATIVE ARTIFICIAL INTELLIGENCE MODELS | July 2025 | October 2025 | Allow | 4 | 1 | 0 | Yes | No |
| 19257909 | COMPUTATIONALLY EFFICIENT FRAMEWORK FOR SEQUENCE-TO-SEQUENCE MODELING AND REINFORCEMENT LEARNING WITH DEEP HISTORY | July 2025 | October 2025 | Allow | 4 | 1 | 0 | Yes | No |
| 19256894 | SYSTEMS AND METHODS OF SENSOR DATA FUSION | July 2025 | September 2025 | Allow | 2 | 1 | 0 | No | No |
| 19253802 | METHOD AND SYSTEM FOR NEURAL NETWORK CONFIDENCE REGULATION VIA TEMPERING FACTOR | June 2025 | November 2025 | Allow | 4 | 0 | 0 | Yes | No |
| 19250334 | NEURAL-SYMBOLIC HYBRID SYSTEM FOR DIRECT BINARY DOCUMENT SYNTHESIS WITH INTEGRATED CONSTRAINT SATISFACTION AND HARDWARE ACCELERATION | June 2025 | December 2025 | Allow | 5 | 0 | 1 | No | No |
| 19249415 | SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATION | June 2025 | September 2025 | Allow | 2 | 0 | 0 | Yes | No |
| 19244450 | SYSTEMS AND METHODS OF SENSOR DATA FUSION | June 2025 | September 2025 | Allow | 3 | 1 | 0 | Yes | No |
| 19241593 | DETECTION METHOD, SYSTEM, MEDIUM AND DEVICE BASED ON MULTI-SPECTRAL DATA FUSION | June 2025 | August 2025 | Allow | 2 | 0 | 0 | Yes | No |
| 19239413 | PREDICTIVE MODELING FOR DEPENDENCY CONFIGURATION IN KNOWLEDGE-AUGMENTED NEURAL NETWORKS | June 2025 | November 2025 | Allow | 5 | 1 | 0 | No | No |
| 19237528 | AUTOMATED TECHNOLOGIES FOR ASSESSING AND CERTIFYING THE SAFETY OF AI-BASED PRODUCTS BASED ON MACHINE LEARNING ANALYSIS | June 2025 | July 2025 | Allow | 2 | 0 | 0 | Yes | No |
| 19236733 | ADAPTIVELY TRAINING OF NEURAL NETWORKS VIA AN INTELLIGENT LEARNING MANAGEMENT SYSTEM | June 2025 | November 2025 | Allow | 5 | 1 | 0 | No | No |
| 19234079 | AGENT-BASED MODELER USING MULTIMODAL INPUT | June 2025 | December 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19226048 | IDENTIFYING AND REMEDIATING GAPS IN ARTIFICIAL INTELLIGENCE USE CASES USING A GENERATIVE ARTIFICIAL INTELLIGENCE MODEL | June 2025 | October 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19223986 | TIME-SERIES DATA FEATURIZATION | May 2025 | September 2025 | Allow | 4 | 1 | 0 | Yes | No |
| 19223082 | METHOD FOR EVALUATING DRIVING RISK LEVEL IN TUNNEL BASED ON VEHICLE BUS DATA AND SYSTEM THEREFOR | May 2025 | December 2025 | Allow | 7 | 1 | 0 | No | No |
| 19221862 | MODULAR SOC AI/ML INFERENCE ENGINE WITH DYNAMIC UPDATES USING A CENTRAL COLLECTING AND CONSOLIDATED LAYER-TO-LAYER DATA TRANSFER TOPOLOGY AT EACH NEURAL NETWORK LAYER | May 2025 | February 2026 | Allow | 8 | 1 | 0 | Yes | No |
| 19220466 | METHOD FOR MANAGING LOCAL AND GLOBAL MODELS ON AN ARTIFICIAL INTELLIGENCE PLATFORM | May 2025 | November 2025 | Allow | 6 | 1 | 0 | No | No |
| 19207355 | Validating Artificial Intelligence Model Outputs Using Hash Signatures and Chunk-Level Access Controls | May 2025 | June 2025 | Allow | 1 | 0 | 0 | Yes | No |
| 19204647 | METHOD AND DEVICE FOR OPTIMIZING NEURAL NETWORK MODEL | May 2025 | February 2026 | Allow | 9 | 1 | 0 | No | No |
| 19204644 | METHOD AND DEVICE FOR TRAINING NEURAL NETWORK MODEL | May 2025 | February 2026 | Allow | 9 | 1 | 0 | No | No |
| 19203278 | ANALOG AI COMPUTING ARCHITECTURE | May 2025 | July 2025 | Allow | 3 | 1 | 0 | No | No |
| 19202544 | SYSTEM AND METHOD FOR EVALUATING GENERATIVE ARTIFICIAL INTELLIGENCE OUTCOMES | May 2025 | November 2025 | Allow | 6 | 1 | 0 | No | No |
| 19202824 | Method And System For AI-Based Generation Of Therapeutic Meal Plans | May 2025 | November 2025 | Allow | 6 | 2 | 0 | Yes | No |
| 19196841 | SYSTEMS, METHODS, AND GRAPHICAL USER INTERFACES FOR MITIGATING BIAS IN A MACHINE LEARNING-BASED DECISIONING MODEL | May 2025 | December 2025 | Allow | 8 | 1 | 1 | Yes | No |
| 19197004 | DOCUMENT GENERATION PLATFORM FOR GENERATIVE AI ASSISTED DOCUMENT GENERATION | May 2025 | November 2025 | Allow | 7 | 1 | 0 | Yes | No |
| 19196702 | ANOMALY DETECTION METHOD FOR MODEL OUTPUTS | May 2025 | February 2026 | Allow | 9 | 2 | 0 | Yes | No |
| 19194270 | METHOD FOR PREDICTING DISTRIBUTED REGIONAL GENERATED POWER BASED ON STACKED INTEGRATED MODEL | April 2025 | August 2025 | Allow | 4 | 1 | 0 | No | No |
| 19194437 | GRADIENT-BASED MODEL MERGING | April 2025 | December 2025 | Allow | 7 | 2 | 0 | Yes | No |
| 19194875 | MODEL MERGING VIA RIEMANNIAN BARYCENTERS OF HIGH-DIMENSIONAL TRANSFORMER WEIGHTS | April 2025 | September 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19193326 | REGENERATIVE MODEL-CONTINUOUS EVOLUTION SYSTEM | April 2025 | July 2025 | Allow | 2 | 0 | 0 | No | No |
| 19191984 | OPTIMIZING KEY VALUE CACHE FOR LARGE LANGUAGE MODEL INFERENCE | April 2025 | March 2026 | Allow | 10 | 2 | 0 | Yes | No |
| 19184626 | SYSTEMS AND METHODS OF SENSOR DATA FUSION | April 2025 | June 2025 | Allow | 2 | 1 | 0 | No | No |
| 19178873 | Mobile-Optimized Multi-Stage LLM with Autonomous Reasoning | April 2025 | March 2026 | Allow | 11 | 1 | 0 | No | No |
| 19175902 | TOPOLOGICAL ORDER DETERMINATION IN CAUSAL GRAPHS | April 2025 | June 2025 | Allow | 2 | 0 | 0 | Yes | No |
| 19174465 | SYSTEMS AND PROCESSES FOR AUTOMATED COLLECTION OF DATA FROM THIRD-PARTY APPLICATIONS FOR PREDICTIVE AND ADAPTIVE UTILITY-BASED PERSONAL ASSISTANCE | April 2025 | October 2025 | Allow | 7 | 1 | 0 | No | No |
| 19172987 | SYSTEM AND METHOD FOR AUTOMATIC EVALUATION OF ARTIFICIAL INTELLIGENCE MODELS | April 2025 | October 2025 | Allow | 7 | 1 | 0 | Yes | No |
| 19098299 | ACCELERATED TRAINING OF A NEURAL NETWORK VIA REGULARIZATION | April 2025 | June 2025 | Allow | 2 | 1 | 0 | No | No |
| 19097424 | PRODUCT QUALITY DETECTION METHOD IN COMPLEX INDUSTRIAL PROCESS FUSING PRIOR KNOWLEDGE | April 2025 | November 2025 | Allow | 7 | 2 | 0 | Yes | No |
| 19093171 | SCHEDULING METHOD FOR A MULTI-LAYER CONVOLUTIONAL NEURAL NETWORK, ELECTRONIC DEVICE AND STORAGE MEDIUM | March 2025 | November 2025 | Allow | 7 | 1 | 0 | Yes | No |
| 19115468 | Method, System, and Computer Program Product for Universal Depth Graph Neural Networks | March 2025 | November 2025 | Allow | 7 | 1 | 0 | Yes | No |
| 19087299 | DATA PROCESSING METHOD, ELECTRONIC DEVICE, AND STORAGE MEDIUM | March 2025 | October 2025 | Allow | 7 | 1 | 0 | No | No |
| 19087062 | AI-ENHANCED ENTROPY MEASUREMENT SYSTEM FOR RANDOMNESS EVALUATION | March 2025 | September 2025 | Allow | 6 | 1 | 1 | No | No |
| 19085323 | ARTIFICIAL INTELLIGENCE MODEL GENERATED USING AGENTIC WORKFLOW SYSTEM AND METHOD FOR ARTIFICIAL INTELLIGENCE MODEL ALIGNED WITH DOMAIN-SPECIFIC PRINCIPLES | March 2025 | December 2025 | Allow | 9 | 1 | 0 | Yes | No |
| 19080814 | ONTOLOGY-DRIVEN METHOD AND SYSTEM FOR CONSTRUCTING FISH KNOWLEDGE GRAPH IN TARGET REGION | March 2025 | September 2025 | Allow | 6 | 1 | 0 | No | No |
| 19079354 | INTERACTIVE DIGITAL LEGACY SYSTEM AND METHOD | March 2025 | November 2025 | Abandon | 8 | 1 | 0 | No | No |
| 19074465 | AUTONOMOUS DRIVING TEST METHOD BASED ON MULTI-AGENT SWARM ADVERSARIAL, DEVICE AND MEDIUM | March 2025 | May 2025 | Allow | 2 | 0 | 0 | No | No |
| 19074955 | USING MACHINE LEARNING AND FREE TEXT DATA TO DETECT AND REPORT EVENTS ASSOCIATED WITH USE OF SOFTWARE APPLICATIONS | March 2025 | January 2026 | Allow | 11 | 2 | 0 | Yes | No |
| 19109594 | Device And Method For Measuring A Plurality Of Blood Parameters By Artificial Intelligence | March 2025 | June 2025 | Allow | 4 | 0 | 0 | Yes | No |
| 19072823 | GENERATIVE ARTIFICIAL INTELLIGENCE FOR CONTENT GENERATION WITH SEARCHABLE REPOSITORY | March 2025 | September 2025 | Allow | 7 | 1 | 0 | Yes | No |
| 19069877 | SYSTEM, METHOD, AND APPARATUS FOR PROVIDING DYNAMIC, PRIORITIZED SPECTRUM MANAGEMENT AND UTILIZATION | March 2025 | June 2025 | Allow | 3 | 0 | 0 | Yes | No |
| 19063602 | MODULAR OPEN SYSTEM ARCHITECTURE FOR COMMON INTELLIGENCE PICTURE GENERATION | February 2025 | July 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19063966 | ARTIFICIAL INTELLIGENCE-BASED MODELING OF MOLECULAR SYSTEMS GUIDED BY QUANTUM MECHANICAL DATA | February 2025 | November 2025 | Abandon | 9 | 1 | 0 | No | No |
| 19062786 | HALLUCINATION MITIGATION THROUGH MODULAR MODEL ENSEMBLES | February 2025 | February 2026 | Allow | 11 | 2 | 0 | Yes | No |
| 19061636 | Agentic AI, Contextual AI, and Generative AI Systems and Methods for Medical and Genetic Analytics, Diagnostics, and Treatment Recommendations | February 2025 | June 2025 | Allow | 4 | 0 | 0 | Yes | No |
| 19058350 | MACHINE LEARNING ROBUSTNESS THROUGH SENSIBLE DECISION BOUNDARIES | February 2025 | March 2026 | Allow | 13 | 2 | 0 | No | No |
| 19058730 | SYSTEMS AND METHODS FOR TRAINING MULTIMODAL SELF-SUPERVISED MODELS | February 2025 | July 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19057448 | PROPAGATING AUTHORED PACKAGES TO ASSET MANAGEMENT PLATFORMS | February 2025 | December 2025 | Allow | 10 | 2 | 0 | Yes | No |
| 19056627 | FLEXIBLE ENTITY RESOLUTION NETWORKS | February 2025 | December 2025 | Allow | 10 | 1 | 0 | No | No |
| 19054662 | BIOLOGICAL NEURAL NETWORK SYSTEM AND METHODS | February 2025 | March 2026 | Allow | 13 | 2 | 0 | No | No |
| 19052538 | FAULT DETECTION METHOD FOR REFRIGERATION UNITS BASED ON IMPROVED DEEP LEARNING MODEL | February 2025 | August 2025 | Allow | 6 | 2 | 0 | No | No |
| 19050755 | DETECTING AND REDUCING BIAS IN MACHINE LEARNING MODELS | February 2025 | August 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19049186 | Stochastically Activated Neural Network with Training System and Method | February 2025 | August 2025 | Allow | 6 | 1 | 0 | Yes | No |
| 19046731 | SYSTEMS AND METHODS FOR FACILITATING DATA ACCESS BASED ON CRYPTOGRAPHIC DATA GENERATED USING FEDERATED LEARNING | February 2025 | August 2025 | Allow | 6 | 0 | 0 | Yes | No |
| 19046748 | SYSTEMS AND METHODS FOR INTELLIGENT GENERATION AND ASSESSMENT OF CANDIDATE LESS DISCRIMINATORY ALTERNATIVE MACHINE LEARNING MODELS | February 2025 | April 2025 | Allow | 2 | 0 | 0 | Yes | No |
| 19042498 | Curation And Provision Of Digital Content | January 2025 | September 2025 | Allow | 7 | 2 | 0 | No | No |
| 19042006 | NEURAL PROCESSING UNIT OPERABLE IN MULTIPLE MODES TO APPROXIMATE ACTIVATION FUNCTION | January 2025 | July 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19040977 | TRAINING NODES OF A NEURAL NETWORK TO BE DECISIVE | January 2025 | June 2025 | Allow | 4 | 1 | 0 | No | No |
| 19099408 | SYSTEM AND METHOD FOR MACHINE LEARNING USING MULTIPLE MODELS | January 2025 | November 2025 | Allow | 10 | 1 | 0 | Yes | No |
| 19037580 | HUMAN DE-IDENTIFICATION INFORMATION COLLECTION DEVICE OPERATING HARDWARE ORCHESTRATION FOR INTERACTIVE ARTIFICIAL INTELLIGENCE LEARNING | January 2025 | April 2025 | Allow | 2 | 0 | 0 | No | No |
| 19035231 | METHOD FOR CONVERTING NEURAL NETWORK | January 2025 | November 2025 | Allow | 10 | 2 | 0 | Yes | No |
| 19032776 | SYSTEM AND METHOD FOR EXPLAINING AND CONTESTING OUTCOMES OF GENERATIVE AI MODELS WITH DESIRED EXPLANATION PROPERTIES | January 2025 | September 2025 | Allow | 8 | 1 | 0 | Yes | No |
| 19033441 | AUTOMATED TECHNOLOGIES FOR ASSESSING AND CERTIFYING THE SAFETY OF AI-BASED PRODUCTS BASED ON MACHINE LEARNING ANALYSIS | January 2025 | April 2025 | Allow | 3 | 0 | 0 | Yes | No |
| 19027530 | METHOD AND DEVICE FOR TRAINING AND PREDICTING A CONJUNCTION PARAMETER FROM CONJUNCTION DATA MESSAGES | January 2025 | December 2025 | Allow | 11 | 2 | 0 | No | No |
| 19026469 | ENSEMBLE MACHINE LEARNING SYSTEMS AND METHODS | January 2025 | March 2026 | Allow | 13 | 2 | 1 | Yes | No |
| 19023430 | UNMANNED AERIAL VEHICLE IDENTIFICATION METHOD BASED ON BLIND SOURCE SEPARATION AND DEEP LEARNING | January 2025 | April 2025 | Allow | 3 | 0 | 0 | No | No |
| 19018794 | Smart Device System | January 2025 | November 2025 | Abandon | 10 | 1 | 0 | No | No |
| 19019273 | INTEGRATED CIRCUIT TO IMPLEMENT SPIKING NEURAL NETWORK | January 2025 | January 2026 | Allow | 12 | 2 | 0 | No | No |
| 19015660 | VALIDATING VECTOR CONSTRAINTS OF OUTPUTS GENERATED BY MACHINE LEARNING MODELS | January 2025 | June 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19015646 | VALIDATING VECTOR CONSTRAINTS OF OUTPUTS GENERATED BY MACHINE LEARNING MODELS | January 2025 | June 2025 | Allow | 5 | 1 | 0 | Yes | No |
| 19016241 | SYSTEMS AND METHODS OF SENSOR DATA FUSION | January 2025 | May 2025 | Allow | 4 | 1 | 0 | Yes | No |
| 19009560 | ACCELERATED TRAINING OF NEURAL NETWORKS WITH REGULARIZATION LINKS | January 2025 | March 2025 | Allow | 2 | 0 | 0 | No | No |
| 19008444 | AGENTIC WORKFLOW SYSTEM AND METHOD FOR GENERATING SYNTHETIC DATA FOR TRAINING OR POST TRAINING ARTIFICIAL INTELLIGENCE MODELS TO BE ALIGNED WITH DOMAIN-SPECIFIC PRINCIPLES | January 2025 | February 2025 | Allow | 2 | 0 | 0 | Yes | No |
| 19005923 | HARDWARE-AWARE AUTOMATED MACHINE LEARNING (AUTOML) MODEL CREATION AND OPTIMIZATION | December 2024 | July 2025 | Allow | 6 | 1 | 0 | Yes | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for group 2120.
With a 29.1% reversal rate, the PTAB affirms the examiner's rejections in the vast majority of cases. This reversal rate is in the bottom 25% across the USPTO, indicating that appeals face significant challenges here.
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, 32.6% 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.
Group 2120 is part of Technology Center 2100. This group has examined 59,166 patent applications in our dataset, with an overall allowance rate of 72.4%. Applications typically reach final disposition in approximately 39 months.
Applications in Group 2120 receive an average of 2.00 office actions before reaching final disposition. The median prosecution time is 39 months.
This group-level data aggregates statistics across multiple art units. For more targeted prosecution strategies, review the individual art unit and examiner statistics within this group.
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.