Laurent Callot

Researcher, Amazon

Joined

May 2021

Names

Laurent Callot (Preferred)

Emails

****@gmail.com (Confirmed)

,

****@amazon.com (Confirmed)

Personal Links

Career & Education History

Researcher

Amazon (amazon.com)

2016 – Present

Postdoc

Vrije Universiteit Amsterdam (vu.nl)

2012 – 2015

PhD student

Aarhus University (au.dk)

2007 – 2012

Advisors, Relations & Conflicts

No relations added

Expertise

Causality

,

LLM

,

forecasting

,

time-series

,

economics

,

deep learning

Present

Publications

SWE-PolyBench: A multi-language benchmark for repository level evaluation of coding agents
Muhammad Shihab Rashid, Christian Bock, Yuan Zhuang, Alexander Buchholz, Timothy B Esler, Simon Valentin, Luca Franceschi, Martin Wistuba, Prabhu Teja S, Woojung Kim, Anoop Deoras, Giovanni Zappella, Laurent Callot
- Submitted to ICLR 2026
- Readers: Everyone
Large Language Model Critics for Execution-Free Evaluation of Code Changes
Aashish Yadavally, Hoan Nguyen, Laurent Callot, Gauthier Guinet
- Submitted to ICLR 2025
- Readers: Everyone
REDO: Execution-Free Runtime Error Detection for Coding Agents
Shuo Li, Andrey Kan, Laurent Callot, Bhavana Bhasker, Muhammad Shihab Rashid, Timothy B Esler
- Submitted to ICLR 2025
- Readers: Everyone
Automated Evaluation of Retrieval-Augmented Language Models with Task-Specific Exam Generation
Gauthier Guinet, Behrooz Omidvar-Tehrani, Anoop Deoras, Laurent Callot
- ICML 2024 Oral
- Readers: Everyone
Quantifying Causal Contribution in Rare Event Data
Ali Caner Turkmen, Dominik Janzing, Oleksandr Shchur, Lenon Minorics, Laurent Callot
- Published: 30 Nov 2022, Last Modified: 05 May 2023
- Causality-dynamical systems workshop Poster
- Readers: Everyone
SpectraNet: multivariate forecasting and imputation under distribution shifts and missing data
Cristian Ignacio Challu, Peihong Jiang, Ying Nian Wu, Laurent Callot
- Published: 01 Feb 2023, Last Modified: 14 Jan 2026
- Submitted to ICLR 2023
- Readers: Everyone
Unsupervised Model Selection for Time Series Anomaly Detection
Mononito Goswami, Cristian Ignacio Challu, Laurent Callot, Lenon Minorics, Andrey Kan
- Published: 01 Feb 2023, Last Modified: 01 Mar 2023
- ICLR 2023 notable top 25%
- Readers: Everyone
Deep Generative model with Hierarchical Latent Factors for Timeseries Anomaly Detection
Cristian Ignacio Challu, Peihong Jiang, Ying Nian Wu, Laurent Callot
- Published: 08 Dec 2021, Last Modified: 04 May 2025
- DGMs and Applications @ NeurIPS 2021 Poster
- Readers: Everyone
Online false discovery rate control for anomaly detection in time series
Quentin Rebjock, Baris Kurt, Tim Januschowski, Laurent Callot
- Published: 09 Nov 2021, Last Modified: 05 May 2023
- NeurIPS 2021 Poster
- Readers: Everyone

Co-Authors

View all 30 co-authors