Detailed information about the 100 most recent patent applications.
| Application Number | Title | Filing Date | Disposal Date | Disposition | Time (months) | Office Actions | Restrictions | Interview | Appeal |
|---|---|---|---|---|---|---|---|---|---|
| 18908380 | DATA PROCESSING | October 2024 | June 2025 | Allow | 8 | 1 | 0 | Yes | No |
| 18824887 | AIR COOLER | September 2024 | December 2024 | Allow | 4 | 1 | 0 | No | No |
| 18731260 | DISENTANGLED PERSONALIZED FEDERATED LEARNING METHOD VIA CONSENSUS REPRESENTATION EXTRACTION AND DIVERSITY PROPAGATION | June 2024 | September 2024 | Allow | 3 | 0 | 0 | Yes | No |
| 18680987 | TECHNIQUES FOR SERVICE EXECUTION AND MONITORING FOR RUN-TIME SERVICE COMPOSITION | May 2024 | April 2025 | Allow | 10 | 1 | 0 | No | No |
| 18651384 | AUGMENTING MACHINE LEARNING LANGUAGE MODELS USING SEARCH ENGINE RESULTS | April 2024 | February 2025 | Allow | 10 | 0 | 0 | Yes | No |
| 18649545 | METHOD OF CONTROLLING FOR UNDESIRED FACTORS IN MACHINE LEARNING MODELS | April 2024 | June 2025 | Allow | 13 | 1 | 0 | No | No |
| 18605337 | Generative Artificial Intelligence Model Prompt Injection Classifier | March 2024 | January 2025 | Allow | 10 | 2 | 0 | Yes | No |
| 18596992 | METHOD FOR AN EXPLAINABLE AUTOENCODER AND AN EXPLAINABLE GENERATIVE ADVERSARIAL NETWORK | March 2024 | June 2025 | Allow | 15 | 1 | 0 | No | No |
| 18582517 | SYSTEM, METHOD AND COMPUTER PROGRAM PRODUCT FOR DETECTING BYZANTINE NODES IN A CONSENSUS-BASED DISTRIBUTED SYSTEM | February 2024 | June 2025 | Abandon | 15 | 2 | 0 | Yes | No |
| 18442037 | ROOT CAUSE DISCOVERY ENGINE | February 2024 | June 2025 | Allow | 16 | 1 | 0 | Yes | No |
| 18413872 | Increasing Accuracy and Resolution of Weather Forecasts Using Deep Generative Models | January 2024 | November 2024 | Allow | 10 | 1 | 0 | No | No |
| 18413240 | METHOD FOR RECKONING ENVIRONMENTAL BACKGROUND WATER TEMPERATURE AND CALCULATING TEMPERATURE RISE IN TEMPERATURE RISE AREA OF NEWLY-BUILT COASTAL POWER PLANT | January 2024 | July 2024 | Allow | 6 | 2 | 0 | No | No |
| 18409666 | APPARATUS AND METHOD FOR MODEL OPTIMIZATION | January 2024 | January 2025 | Allow | 12 | 2 | 0 | No | No |
| 18407329 | TRAINING A DOCUMENT CLASSIFICATION NEURAL NETWORK | January 2024 | January 2025 | Allow | 13 | 1 | 0 | No | No |
| 18537360 | HYBRID PERSONAL COOLING AND HEATING SYSTEM | December 2023 | July 2024 | Allow | 7 | 0 | 0 | No | No |
| 18388859 | Method for Constructing Multimodality-Based Medical Large Model, and Related Device Thereof | November 2023 | June 2024 | Allow | 7 | 1 | 0 | No | No |
| 18507007 | Heating, Ventilation, and Air Conditioning System and Method | November 2023 | March 2025 | Allow | 16 | 1 | 1 | No | No |
| 18502231 | SYSTEMS AND METHODS FOR AUTONOMOUSLY EXECUTING COMPUTER PROGRAMS | November 2023 | April 2025 | Allow | 17 | 1 | 0 | No | No |
| 18385559 | AUTOMATED COMPREHENSION AND INTEREST-BASED OPTIMIZATION OF CONTENT | October 2023 | October 2024 | Allow | 12 | 1 | 0 | Yes | No |
| 18497924 | NEURAL PROGRAMMING | October 2023 | November 2024 | Allow | 13 | 1 | 0 | Yes | No |
| 18486060 | AUGMENTING ATTENTION-BASED NEURAL NETWORKS TO SELECTIVELY ATTEND TO PAST INPUTS | October 2023 | June 2025 | Allow | 20 | 1 | 0 | No | No |
| 18378033 | PROACTIVE VIRTUAL ASSISTANT | October 2023 | April 2025 | Allow | 18 | 1 | 0 | Yes | No |
| 18482693 | Method For Predicting The Areas Of Information Needed To Be Collected | October 2023 | November 2024 | Allow | 13 | 2 | 0 | Yes | No |
| 18457708 | MULTI-DOMAIN JOINT SEMANTIC FRAME PARSING | August 2023 | May 2025 | Allow | 21 | 1 | 0 | Yes | No |
| 18278654 | VALUE CHAIN KNOWLEDGE DISCOVERY METHOD UNDER PERSONALIZED CUSTOMIZATION | August 2023 | June 2024 | Abandon | 9 | 1 | 0 | No | No |
| 18453921 | PORTABLE, SELF-CONTAINED COOLING DEVICE | August 2023 | March 2025 | Allow | 19 | 4 | 0 | Yes | No |
| 18234768 | Using Machine Learning to Extract Information from Electronic Communications | August 2023 | January 2025 | Allow | 18 | 2 | 0 | Yes | No |
| 18230249 | IMAGE COMPRESSION AND DECODING, VIDEO COMPRESSION AND DECODING: METHODS AND SYSTEMS | August 2023 | September 2024 | Abandon | 14 | 2 | 0 | Yes | No |
| 18358823 | AUTOMATED DETECTION OF CONTENT GENERATED BY ARTIFICIAL INTELLIGENCE | July 2023 | January 2025 | Allow | 18 | 4 | 0 | Yes | No |
| 18352044 | NODE-SPLITTING FOR NEURAL NETWORKS BASED ON MAGNITUDE OF NORM OF VECTOR OF PARTIAL DERIVATIVES | July 2023 | October 2024 | Allow | 15 | 2 | 0 | Yes | No |
| 18351117 | Shared Processing with Deep Neural Networks | July 2023 | January 2025 | Allow | 18 | 2 | 0 | Yes | No |
| 18259682 | Network Model Training Method and Apparatus, Electronic Apparatus and Computer-readable Storage Medium | June 2023 | February 2025 | Allow | 19 | 2 | 0 | Yes | No |
| 18268465 | System, Method, and Computer Program Product for Multi-Domain Ensemble Learning Based on Multivariate Time Sequence Data | June 2023 | May 2024 | Allow | 11 | 1 | 0 | Yes | No |
| 18319570 | AREA AND POWER EFFICIENT IMPLEMENTATION OF RESISTIVE PROCESSING UNITS USING COMPLEMENTARY METAL OXIDE SEMICONDUCTOR TECHNOLOGY | May 2023 | May 2024 | Allow | 11 | 1 | 0 | No | No |
| 18317423 | METHODS AND SYSTEMS OF MINIMIZING C-RATE FLUCTUATION BY ADJUSTING OPERATION OF A TRANSPORT CLIMATE CONTROL SYSTEM | May 2023 | May 2024 | Allow | 12 | 1 | 0 | No | No |
| 18315069 | SYSTEM FOR DESIGNING AND VALIDATING FINE GRAINED FRAUD DETECTION RULES | May 2023 | March 2024 | Allow | 11 | 0 | 0 | No | No |
| 18142536 | APPARATUSES AND METHODS FOR ACTUALIZING FUTURE PROCESS OUTPUTS USING ARTIFICIAL INTELLIGENCE | May 2023 | June 2025 | Allow | 26 | 2 | 0 | Yes | No |
| 18307668 | ENERGY EFFICIENT HEAT PUMP WITH COUNTERFLOW HEAT TRANSFER ARRANGEMENT | April 2023 | May 2025 | Allow | 25 | 4 | 1 | No | No |
| 18033069 | METHOD AND SYSTEM FOR ACCELERATING EQUILIBRIUM COMPUTATION ON SPARSE RECURRENT NEURAL NETWORK | April 2023 | April 2024 | Allow | 12 | 0 | 0 | No | No |
| 18303670 | METHODS AND SYSTEMS FOR AUTOMATED HVAC TESTING | April 2023 | March 2025 | Allow | 23 | 1 | 1 | Yes | No |
| 18303454 | SELF-SUPERVISED DATA OBFUSCATION IN FOUNDATION MODELS | April 2023 | November 2023 | Allow | 7 | 1 | 0 | Yes | No |
| 18132001 | DIGITAL THERAPEUTIC PLATFORM | April 2023 | September 2024 | Allow | 17 | 3 | 0 | No | No |
| 18131580 | LEARNING FROM DELAYED OUTCOMES USING NEURAL NETWORKS | April 2023 | June 2024 | Allow | 14 | 1 | 0 | No | No |
| 18131831 | MODEL SELECTION IN ENSEMBLE LEARNING | April 2023 | February 2025 | Abandon | 23 | 4 | 0 | Yes | No |
| 18247845 | AUDIOVISUAL SECONDARY HAPTIC SIGNAL RECONSTRUCTION METHOD BASED ON CLOUD-EDGE COLLABORATION | April 2023 | December 2023 | Allow | 8 | 1 | 0 | No | No |
| 18187447 | Stateful, Real-Time, Interactive, and Predictive Knowledge Pattern Machine | March 2023 | May 2024 | Abandon | 13 | 1 | 0 | No | No |
| 18187559 | Semiconductor Turbine Reset | March 2023 | January 2025 | Allow | 22 | 3 | 0 | No | No |
| 18027028 | Method, System, and Computer Program Product for Embedding Compression and Regularization | March 2023 | January 2024 | Allow | 10 | 2 | 0 | Yes | No |
| 18104210 | AUGMENTING MACHINE LEARNING LANGUAGE MODELS USING SEARCH ENGINE RESULTS | January 2023 | January 2024 | Allow | 12 | 2 | 0 | Yes | No |
| 18104273 | MACHINE LEARNING MODEL ARCHITECTURE FOR COMBINING NETWORK DATA AND SEQUENTIAL DATA | January 2023 | December 2024 | Abandon | 22 | 4 | 0 | No | No |
| 18103416 | TRAINING NEURAL NETWORKS USING A PRIORITIZED EXPERIENCE MEMORY | January 2023 | May 2024 | Allow | 15 | 2 | 0 | Yes | No |
| 18097892 | DATA TRANSMISSION BETWEEN TWO SYSTEMS TO IMPROVE OUTCOME PREDICTIONS | January 2023 | March 2024 | Abandon | 14 | 1 | 0 | No | No |
| 18094375 | METHOD FOR PERFORMING DEEP SIMILARITY MODELLING ON CLIENT DATA TO DERIVE BEHAVIORAL ATTRIBUTES AT AN ENTITY LEVEL | January 2023 | August 2024 | Abandon | 20 | 2 | 0 | Yes | No |
| 18089028 | LEARNING MODE FOR CONTEXT IDENTIFICATION | December 2022 | October 2024 | Abandon | 22 | 2 | 0 | No | No |
| 17982448 | Training Sparse Networks With Discrete Weight Values | November 2022 | August 2024 | Allow | 21 | 0 | 0 | Yes | No |
| 17979486 | INTERACTIVE QUALITATIVE-QUANTITATIVE LIVE LABELING FOR DEEP LEARNING ARTIFICIAL INTELLIGENCE | November 2022 | September 2024 | Allow | 22 | 3 | 0 | Yes | No |
| 17967461 | Cooler Assembly | October 2022 | May 2025 | Abandon | 30 | 2 | 0 | No | No |
| 17949850 | ENVIRONMENTAL ENCLOSURE FOR A TRANSPORT GAS SENSOR | September 2022 | April 2025 | Allow | 31 | 3 | 0 | No | No |
| 17948108 | MACHINE LEARNING USING GRADIENT ESTIMATE DETERMINED USING IMPROVED PERTURBATIONS | September 2022 | November 2022 | Allow | 2 | 0 | 0 | Yes | No |
| 17900188 | ARCHITECTURE FOR A HARDWARE BASED EXPLAINABLE NEURAL NETWORK | August 2022 | July 2023 | Allow | 11 | 1 | 0 | No | No |
| 17894897 | SELF-ORIENTING REFRIGERANT SENSOR SYSTEMS | August 2022 | December 2024 | Allow | 28 | 1 | 0 | No | No |
| 17888513 | EDGE CALCULATION-ORIENTED REPARAMETRIC NEURAL NETWORK ARCHITECTURE SEARCH METHOD | August 2022 | January 2023 | Allow | 5 | 0 | 0 | No | No |
| 17888565 | SYSTEM, METHOD AND COMPUTER PROGRAM PRODUCT FOR DETECTING POLICY VIOLATIONS | August 2022 | March 2024 | Abandon | 19 | 4 | 0 | No | No |
| 17876451 | EVALUATING OUTPUT SEQUENCES USING AN AUTO-REGRESSIVE LANGUAGE MODEL NEURAL NETWORK | July 2022 | May 2024 | Allow | 21 | 3 | 0 | Yes | No |
| 17872982 | METHOD AND SYSTEM FOR GENERATING AN EXPERT TEMPLATE | July 2022 | November 2023 | Allow | 16 | 3 | 0 | Yes | No |
| 17872308 | LEARNING MOTOR PRIMITIVES AND TRAINING A MACHINE LEARNING SYSTEM USING A LINEAR-FEEDBACK-STABILIZED POLICY | July 2022 | January 2023 | Allow | 5 | 0 | 0 | Yes | No |
| 17872910 | APPARATUS FOR ATTRIBUTE PATH GENERATION | July 2022 | May 2024 | Allow | 22 | 3 | 0 | Yes | No |
| 17863733 | TRAINING DISTILLED MACHINE LEARNING MODELS | July 2022 | September 2023 | Allow | 14 | 0 | 0 | No | No |
| 17809761 | PRESSURE VESSEL | June 2022 | July 2024 | Allow | 25 | 1 | 0 | No | No |
| 17852182 | ASSESSMENT OF USER PRICE SENSITIVITY | June 2022 | September 2024 | Allow | 26 | 3 | 0 | Yes | No |
| 17788186 | WINDOW AIR CONDITIONER | June 2022 | August 2024 | Allow | 26 | 1 | 1 | No | No |
| 17840745 | AUTOMATED MACHINE LEARNING TEST SYSTEM | June 2022 | November 2023 | Allow | 17 | 5 | 0 | Yes | No |
| 17829489 | ADAPTIVE ANALYTICAL BEHAVIORAL AND HEALTH ASSISTANT SYSTEM AND RELATED METHOD OF USE | June 2022 | October 2022 | Allow | 5 | 2 | 0 | Yes | No |
| 17829021 | SPIKE NEURAL NETWORK CIRCUIT | May 2022 | July 2025 | Allow | 37 | 0 | 0 | No | No |
| 17746006 | TEMPERATURE AND HUMIDITY CONTROL METHODS, SYSTEMS, AND DEVICES | May 2022 | April 2024 | Allow | 23 | 2 | 0 | Yes | No |
| 17739205 | METHOD FOR DISTRIBUTED TYPE TRAINING ADAPTATION AND APPARATUS IN DEEP LEARNING FRAMEWORK AND AI ACCELERATOR CARD | May 2022 | December 2022 | Allow | 7 | 0 | 0 | Yes | No |
| 17736956 | IMPLEMENTING MONOTONIC CONSTRAINED NEURAL NETWORK LAYERS USING COMPLEMENTARY ACTIVATION FUNCTIONS | May 2022 | October 2022 | Allow | 5 | 1 | 0 | Yes | No |
| 17734891 | COMPUTER MODELING FOR DETECTION OF DISCONTINUITIES AND REMEDIAL ACTIONS IN FASTENING SYSTEMS | May 2022 | June 2024 | Allow | 26 | 4 | 0 | Yes | No |
| 17734445 | AIR CONDITIONING APPLIANCE HAVING AN INTERNAL SHIELD | May 2022 | June 2024 | Allow | 25 | 1 | 1 | No | No |
| 17605404 | DATA PROCESSING METHOD, ELECTRONIC DEVICE AND COMPUTER-READABLE MEDIUM | April 2022 | March 2024 | Allow | 28 | 3 | 0 | Yes | No |
| 17720316 | NEURAL PROCESSING UNIT CAPABLE OF REUSING DATA AND METHOD THEREOF | April 2022 | September 2022 | Allow | 5 | 1 | 0 | No | No |
| 17718179 | Heat Exchange Device and Refrigerant Circulation System | April 2022 | July 2024 | Allow | 27 | 1 | 1 | Yes | No |
| 17717121 | OPTIMAL POWER FLOW COMPUTATION METHOD BASED ON MULTI-TASK DEEP LEARNING | April 2022 | June 2022 | Allow | 3 | 0 | 0 | No | No |
| 17711052 | AIR MOISTURE COLLECTION DEVICE AND METHOD | April 2022 | May 2025 | Allow | 37 | 2 | 1 | Yes | No |
| 17710443 | PREDICTIVE MODELING AND CONTROL SYSTEM FOR BUILDING EQUIPMENT WITH MULTI-DEVICE PREDICTIVE MODEL GENERATION | March 2022 | June 2025 | Allow | 38 | 1 | 1 | No | No |
| 17708873 | DEHUMIDIFIER | March 2022 | September 2024 | Allow | 29 | 1 | 1 | Yes | No |
| 17764325 | METHOD, APPARATUS AND DEVICE FOR DYNAMICALLY ADJUSTING NEURAL NETWORK CHANNEL | March 2022 | May 2025 | Allow | 38 | 1 | 0 | No | No |
| 17701327 | PTAC Unit with Dynamic Intelligent Air Management System and Method of Use | March 2022 | February 2025 | Abandon | 35 | 1 | 1 | No | No |
| 17434288 | METHOD FOR CONTROLLING REFRIGERATOR | March 2022 | August 2024 | Allow | 35 | 1 | 0 | No | No |
| 17698188 | FLOOR-STANDING AIR-CONDITIONING INDOOR UNIT AND AIR CONDITIONER | March 2022 | February 2025 | Allow | 35 | 2 | 0 | No | No |
| 17698498 | FEATURE EXTRACTION INTEGRATION WITH CONTROL PROGRAMS | March 2022 | May 2025 | Allow | 38 | 1 | 0 | No | No |
| 17695320 | SYSTEM FOR DEHUMIDIFICATION OF A VEHICLE INTERIOR | March 2022 | July 2024 | Allow | 28 | 1 | 0 | No | No |
| 17687953 | APPARATUS AND SYSTEM FOR TRAINING KNOWLEDGE TRACKING MODEL BASED ON DATA AUGMENTATION AND OPERATION METHOD THEREOF | March 2022 | June 2025 | Allow | 39 | 1 | 0 | No | No |
| 17686815 | QUALITY DETERMINATION DEVICE | March 2022 | March 2025 | Allow | 37 | 2 | 0 | No | No |
| 17685261 | Stateful, Real-Time, Interactive, and Predictive Knowledge Pattern Machine | March 2022 | May 2023 | Abandon | 14 | 2 | 0 | Yes | No |
| 17676560 | Increasing Accuracy and Resolution of Weather Forecasts Using Deep Generative Models | February 2022 | September 2023 | Allow | 19 | 2 | 0 | No | No |
| 17674859 | METHOD AND PLATFORM FOR META-KNOWLEDGE FINE-TUNING BASED ON DOMAIN-INVARIANT FEATURES | February 2022 | February 2023 | Allow | 12 | 1 | 0 | No | No |
| 17674159 | COLD STORAGE | February 2022 | June 2024 | Allow | 28 | 1 | 0 | No | No |
| 17672713 | NEURAL NETWORK TRAINING METHOD FOR MEMRISTOR MEMORY FOR MEMRISTOR ERRORS | February 2022 | June 2022 | Allow | 4 | 0 | 0 | Yes | No |
| 17599488 | FOOD FREEZING DEVICE, FOOD FREEZING METHOD AND FROZEN FOOD | February 2022 | May 2025 | Abandon | 43 | 2 | 0 | No | No |
This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2129.
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, 34.4% 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 2129 is part of Group 2120 in Technology Center 2100. This art unit has examined 8,987 patent applications in our dataset, with an overall allowance rate of 80.4%. Applications typically reach final disposition in approximately 36 months.
Art Unit 2129's allowance rate of 80.4% places it in the 59% percentile among all USPTO art units. This art unit has an above-average allowance rate compared to other art units.
Applications in Art Unit 2129 receive an average of 1.67 office actions before reaching final disposition (in the 36% percentile). The median prosecution time is 36 months (in the 17% 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.