Last updated: May 29, 2026

Examiner: CHAKI, KAKALI

Tech Center 2100 • Art Units: 2122

This examiner grants 20% of resolved cases

Performance Statistics

20.5%

Allow Rate

-34.5% vs TC avg

Total Applications

+40.6%

Interview Lift

1259

Avg Prosecution Days

Based on 44 resolved cases, 2023–2026

6.7%

§101 Eligibility

9.0%

§102 Novelty

82.0%

§103 Obviousness

2.3%

§112 Clarity

App #	Title	Status	Assignee
18317898	TRAINING MACHINE LEARNING MODELS BASED ON FEATURE VALIDITY	Non-Final OA	Capital One Services, LLC
17808927	GLOBAL CONTEXT EXPLAINERS FOR ARTIFICIAL INTELLIGENCE (AI) SYSTEMS USING MULTIVARIATE TIMESERIES DATA	Non-Final OA	INTERNATIONAL BUSINESS MACHINES CORPORATION
17343286	EQUILIBRIUM MODELS ACCELERATION VIA JACOBIANS STABILIZATION SYSTEMS AND METHODS	Final Rejection	Robert Bosch GmbH
18364746	ZERO-SHOT DOMAIN GENERALIZATION WITH PRIOR KNOWLEDGE	Non-Final OA	NEC Laboratories America, Inc.

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