Desi R. Ivanova

6 papers · 2023–2025 · 2 conferences · across top CS/AI conferences

Achievements

🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (2) 🐝 Cross-Pollinator (13) ❓ The Questioner

Conferences

ICML (5) AISTATS (1)

Top co-authors

Adam Foster (2) Tom Rainforth (2) Christopher C. Holmes (1) Cong Guan (1) Paul-Christian Bürkner (1) Marcel Hedman (1) Yashas Annadani (1) Jake Fawkes (1) Andrew Jesson (1) Ullrich Koethe (1)

Keywords

information theory (1) variational inference (1) causal discovery (1) gradient-based optimization (1) experimental design (1) bayesian experimental design (1) bayesian optimization (1) causal model (1) contextual optimization (1) black-box variational method (1)

Papers

Is Merging Worth It? Securely Evaluating the Information Gain for Causal Dataset Acquisition AISTATS 2025

Step-DAD: Semi-Amortized Policy-Based Bayesian Experimental Design ICML 2025

Position: Don’t Use the CLT in LLM Evals With Fewer Than a Few Hundred Datapoints ICML 2025

Leveraging Self-Consistency for Data-Efficient Amortized Bayesian Inference ICML 2024

CO-BED: Information-Theoretic Contextual Optimization via Bayesian Experimental Design ICML 2023

Differentiable Multi-Target Causal Bayesian Experimental Design ICML 2023