e.vance@shieldandsignal.com
(415) 555-0102
Areas of expertise
AI Governance
Patent Litigation
IP Portfolio Strategy
Experience
Elena Vance is a veteran IP litigator with over two decades of experience at the intersection of Artificial Intelligence and federal patent law. She focuses on high-stakes litigation, portfolio design, and strategic counseling for companies developing foundational machine learning models. Elena is widely recognized for her ability to translate abstract algorithmic concepts into case-dispositive legal arguments.
Representative Matters:
Generative AI Training Data: Represented a leading LLM developer in a multi-district copyright and patent infringement suit regarding data scraping methodologies. Successfully argued that the model's weight adjustments constituted a transformative process, leading to a favorable summary judgment.
Computer Vision Patent Defense: On behalf of a Silicon Valley unicorn, Elena led the defense against a "patent troll" asserting broad claims over facial recognition logic. She developed a Section 101 "abstract idea" challenge that resulted in the complete invalidation of the plaintiff’s core patents.
Neural Network Architecture: Facilitated the design and global filing strategy for an autonomous vehicle company’s sensor-fusion patent portfolio, increasing the company's valuation by 40% prior to its Series D funding.
Education
J.D., Stanford Law School
B.S. in Computer Science, MIT
Education
State of California
U.S. District Court, S.D. New York
USPTO
Past employment
Partner at Latham & Watkins
In-house IP Counsel at OpenAI.
