Alexander Havrilla

Joined

November 2022

Names

Alexander Havrilla (Preferred)

Emails

****@gmail.com (Confirmed)

****@gatech.edu (Confirmed)

Personal Links

Homepage

Career & Education History

PhD student

Georgia Institute of Technology (gatech.edu)

2021 – 2025

Advisors, Relations & Conflicts

PhD Advisor

Wenjing Liao

2021 – 2025

Expertise

Neural Network Theory

2021 – 2025

Publications

IGDA: INTERACTIVE GRAPH DISCOVERY THROUGH LARGE LANGUAGE MODEL AGENTS
Alexander Havrilla, David Alvarez-Melis, Nicolo Fusi
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
UNDERSTANDING INFERENCE SCALING LAWS FOR MIXTURES OF LLMS
Alexander Havrilla, Srishti Gureja
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
ICDA: Interactive Causal Discovery through Large Language Model Agents
Alexander Havrilla, David Alvarez-Melis, Nicolo Fusi
- Submitted to ICLR 2025
- Readers: Everyone
Teaching Large Language Models to Reason with Reinforcement Learning
Alexander Havrilla, Yuqing Du, Sharath Chandra Raparthy, Christoforos Nalmpantis, Jane Dwivedi-Yu, Eric Hambro, Sainbayar Sukhbaatar, Roberta Raileanu
- ICML 2024 Workshop AI4MATH Poster
- Readers: Everyone
Understanding Scaling Laws with Statistical and Approximation Theory for Transformer Neural Networks on Intrinsically Low-dimensional Data
Alexander Havrilla, Wenjing Liao
- NeurIPS 2024 poster
- Readers: Everyone
GLoRe: When, Where, and How to Improve LLM Reasoning via Global and Local Refinements
Alexander Havrilla, Sharath Chandra Raparthy, Christoforos Nalmpantis, Jane Dwivedi-Yu, Maksym Zhuravinskyi, Eric Hambro, Roberta Raileanu
- ICML 2024 Poster
- Readers: Everyone
A Study on Improving Reasoning in Language Models
Yuqing Du, Alexander Havrilla, Sainbayar Sukhbaatar, Pieter Abbeel, Roberta Raileanu
- ICBINB 2023
- Readers: Everyone
ARB: Advanced Reasoning Benchmark for Large Language Models
Tomohiro Sawada, Daniel Paleka, Alexander Havrilla, Pranav Tadepalli, Paula Vidas, Alexander Kranias, John Nay, Kshitij Gupta, Aran Komatsuzaki
- MATH-AI 23 Poster
- Readers: Everyone
ARB: Advanced Reasoning Benchmark for Large Language Models
Tomohiro Sawada, Daniel Paleka, Alexander Havrilla, Pranav Tadepalli, Paula Vidas, Alexander Perikles Kranias, John J Nay, Kshitij Gupta, Aran Komatsuzaki
- Submitted to ICLR 2024
- Readers: Everyone
trlX: A Framework for Large Scale Reinforcement Learning from Human Feedback
Alexander Havrilla, Maksym Zhuravinskyi, Duy Van Phung, Aman Tiwari, Jonathan Tow, Stella Biderman, Quentin Gregory Anthony, Louis Castricato
- EMNLP 2023 Main
- Readers: Everyone

View all 14 publications

Co-Authors

View all 30 co-authors