Skip to content
Log in
Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Suman Jana

View on Semantic Scholar

1 paper indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#artificial intelligence Preprint Apr 2026

EffiPair: Improving the Efficiency of LLM-generated Code with Differential Execution Feedback

EffiPair, a training-free, test-time framework that pairs structurally similar programs with different efficiencies, distills their relative execution behavior into compact feedback, and iteratively refines a candidate pool is demonstrated, demonstrating the effectiveness of relational execution feedback as a lightweig...

Samira Hajizadeh, Suman Jana · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.