AD
Alexandre Drouin
cs.LGcs.AIstat.MLcs.CLstat.MEcs.CRcs.CVq-bio.GNArtificial Intelligencebioinformatics
On Valency
published · living versionsW_eyupgefd·v2 · currentpublished
WhatIf-Bench: Benchmarking Intervention-Aware Time Series Forecasting
with Arjun Ashok, Mihir Parmar, Palash Goyal, Bhavana Dalvi Mishra +4
2 versions
Preprints & journals
54 papers in the corpus · 2012–2026WhatIf-Bench: Benchmarking Intervention-Aware Time Series Forecasting2610.26582v2 · Arjun Ashok, Mihir Parmar, Palash Goyal et al.2026 · 0 citationsarXivon Valency
AgentHorizon: Evaluating Agentic Judges for Long-Horizon Computer-Use Tasks2610.11050v1 · Xing Han Lu, Dheeraj Vattikonda, Sina Hajimiri et al.2026 · 0 citationsarXiv
AdaptArena: Evaluating Test-Time Personalization of Web Agents2609.36488v1 · Dongchan Shin, Xing Han Lu, Jiaqi Deng et al.2026 · 0 citationsarXiv
Backdoor Decontamination Dynamics in LLM Agents2608.11295v1 · Gabriel Huang, Abhay Puri, L'eo Boisvert et al.2026 · 0 citationsarXiv
AgentBeats: Agentifying Agent Assessment for Openness, Standardization, and Reproducibility2606.13608v2 · Xiaoyuan Liu, Jianhong Tu, Yuqi Chen et al.2026 · 0 citationsarXiv
MosaicLeaks:Privacy Risks in Querying-in-the-Open for Deep Research Agents2605.30727v1 · Alexander Gurung, Spandana Gella, Alexandre Drouin et al.2026 · 0 citationsarXiv
Dr-CiK: A Benchmark testing Deep Research for Context-Aided Forecasting2605.27904v2 · Yihong Tang, Andrew Robert Williams, Arjun Ashok et al.2026 · 0 citationsarXiv
Apriel-Reasoner: RL Post-Training for General-Purpose and Efficient Reasoning2604.02007v3 · Rafael Pardinas, Ehsan Kamalloo, David Vazquez et al.2026 · 0 citationsarXiv
CUBE: A Standard for Unifying Agent Benchmarks2603.15798v1 · Alexandre Lacoste, Nicolas Gontier, Oleh Shliazhko et al.2026 · 0 citationsarXiv
Overcoming the Modality Gap in Context-Aided Forecasting2603.12451v4 · Vincent Zhihao Zheng, 'Etienne Marcotte, Arjun Ashok et al.2026 · 0 citationsarXiv
JEF-Hinter: Leveraging Offline Knowledge for Improving Web Agents Adaptation2510.04373v2 · Hadi Nekoei, Aman Jaiswal, Patrice Bechard et al.2025 · 0 citationsarXiv
Malice in Agentland: Down the Rabbit Hole of Backdoors in the AI Supply Chain2510.05159v5 · L'eo Boisvert, Abhay Puri, Chandra Kiran Reddy Evuru et al.2025 · 0 citationsarXiv
DRBench: A Realistic Benchmark for Enterprise Deep Research2510.00172v2 · Amirhossein Abaskohi, Tianyi Chen, Miguel Munoz-M'armol et al.2025 · 0 citationsarXiv
Beyond Naïve Prompting: Strategies for Improved Context-aided Forecasting with LLMs2508.09904v3 · Arjun Ashok, Andrew Robert Williams, Vincent Zhihao Zheng et al.2025 · 0 citationsarXiv
How to Train Your LLM Web Agent: A Statistical Diagnosis2507.04103v4 · Dheeraj Vattikonda, Santhoshi Ravichandran, Emiliano Penaloza et al.2025 · 0 citationsarXiv
On Selecting Robust Approaches for Learning Predictive Biomarkers in Metabolomics Data Sets.40504988 · Godon, Thibaud, Plante, Pier-Luc, Corbeil, Jacques et al.2025 · 2 citationsAnalytical chemistry. 2025;97(24):12669-12678
DoomArena: A framework for Testing AI Agents Against Evolving Security Threats2504.14064v3 · Leo Boisvert, Mihir Bansal, Chandra Kiran Reddy Evuru et al.2025 · 0 citationsarXiv
Learning to Defer for Causal Discovery with Imperfect Experts2502.13132v1 · Oscar Clivio, Divyat Mahajan, Perouz Taslakian et al.2025 · 0 citationsarXiv
The BrowserGym Ecosystem for Web Agent Research2412.05467v4 · Thibault Le Sellier De Chezelles, Maxime Gasse, Alexandre Drouin et al.2024 · 4 citationsarXiv
The Landscape of Causal Discovery Data: Grounding Causal Discovery in Real-World Applications2412.01953v2 · Philippe Brouillard, Chandler Squires, Jonas Wahl et al.2024 · 1 citationarXiv
Context is Key: A Benchmark for Forecasting with Essential Textual Information2410.18959v4 · Andrew Robert Williams, Arjun Ashok, 'Etienne Marcotte et al.2024 · 0 citationsarXiv
Generalization Bounds via Meta-Learned Model Representations: PAC-Bayes and Sample Compression Hypernetworks2410.13577v3 · Benjamin Leblanc, Mathieu Bazinet, Nathaniel D'Amours et al.2024 · 0 citationsarXiv
Causal Representation Learning in Temporal Data via Single-Parent Decoding2410.07013v1 · Philippe Brouillard, S'ebastien Lachapelle, Julia Kaltenborn et al.2024 · 2 citationsarXiv
InsightBench: Evaluating Business Analytics Agents Through Multi-Step Insight Generation2407.06423v4 · Gaurav Sahu, Abhay Puri, Juan Rodriguez et al.2024 · 0 citationsarXiv
WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks2407.05291v2 · L'eo Boisvert, Megh Thakkar, Maxime Gasse et al.2024 · 8 citationsarXiv
Evaluating Interventional Reasoning Capabilities of Large Language Models2404.05545v2 · Tejas Kasetty, Divyat Mahajan, Gintare Karolina Dziugaite et al.2024 · 1 citationarXiv
WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?2403.07718v5 · Alexandre Drouin, Maxime Gasse, Massimo Caccia et al.2024 · 3 citationsarXiv
Capture the Flag: Uncovering Data Insights with Large Language Models2312.13876v1 · Issam Laradji, Perouz Taslakian, Sai Rajeswar et al.2023 · 2 citationsarXiv
Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting2310.08278v3 · Kashif Rasul, Arjun Ashok, Andrew Robert Williams et al.2023 · 42 citationsarXiv
TACTiS-2: Better, Faster, Simpler Attentional Copulas for Multivariate Time Series2310.01327v2 · Arjun Ashok, 'Etienne Marcotte, Valentina Zantedeschi et al.2023 · 2 citationsarXiv
Benchmarking Bayesian Causal Discovery Methods for Downstream Treatment Effect Estimation2307.04988v3 · Chris Chinenye Emezue, Alexandre Drouin, Tristan Deleu et al.2023 · 0 citationsarXiv
Causal Discovery with Language Models as Imperfect Experts2307.02390v1 · Stephanie Long, Alexandre Pich'e, Valentina Zantedeschi et al.2023 · 7 citationsarXiv
Invariant Causal Set Covering Machines2306.04777v3 · Thibaud Godon, Baptiste Bauvin, Pascal Germain et al.2023 · 1 citationarXiv
GEO-Bench: Toward Foundation Models for Earth Monitoring2306.03831v2 · Alexandre Lacoste, Nils Lehmann, Pau Rodriguez et al.2023 · 39 citationsarXiv
Regions of Reliability in the Evaluation of Multivariate Probabilistic Forecasts2304.09836v2 · 'Etienne Marcotte, Valentina Zantedeschi, Alexandre Drouin et al.2023 · 1 citationarXiv
RandomSCM: interpretable ensembles of sparse classifiers tailored for omics data2208.06436v1 · Thibaud Godon, Pier-Luc Plante, Baptiste Bauvin et al.2022 · 2 citationsarXiv
TACTiS: Transformer-Attentional Copulas for Time Series2202.03528v2 · Alexandre Drouin, 'Etienne Marcotte, Nicolas Chapados2022 · 12 citationsarXiv
Toward Foundation Models for Earth Monitoring: Proposal for a Climate Change Benchmark2112.00570v1 · Alexandre Lacoste, Evan David Sherwin, Hannah Kerner et al.2021 · 13 citationsarXiv
Typing assumptions improve identification in causal discovery2107.10703v2 · Philippe Brouillard, Perouz Taslakian, Alexandre Lacoste et al.2021 · 6 citationsarXiv
byteSteady: Fast Classification Using Byte-Level n-Gram Embeddings2106.13302v1 · Xiang Zhang, Alexandre Drouin, Raymond Li2021 · 1 citationarXiv
In Search of Robust Measures of Generalization2010.11924v2 · Gintare Karolina Dziugaite, Alexandre Drouin, Brady Neal et al.2020 · 41 citationsarXiv
Synbols: Probing Learning Algorithms with Synthetic Datasets2009.06415v2 · Alexandre Lacoste, Pau Rodr'iguez, Fr'ed'eric Branchaud-Charron et al.2020 · 0 citationsarXiv
Differentiable Causal Discovery from Interventional Data2007.01754v2 · Philippe Brouillard, S'ebastien Lachapelle, Alexandre Lacoste et al.2020 · 32 citationsarXiv
Embedding Propagation: Smoother Manifold for Few-Shot Classification2003.04151v2 · Pau Rodr'iguez, Issam Laradji, Alexandre Drouin et al.2020 · 227 citationsarXiv
Mass spectra alignment using virtual lock-masses.31186508 · Brochu, Francis, Plante, Pier-Luc, Drouin, Alexandre et al.2020 · 11 citationsScientific reports. 2019;9(1):8469
Interpretable genotype-to-phenotype classifiers with performance guarantees.30858411 · Drouin, Alexandre, Letarte, Gaël, Raymond, Frédéric et al.2020 · 105 citationsScientific reports. 2019;9(1):4071
Deep Learning for Electromyographic Hand Gesture Signal Classification Using Transfer Learning.30714928 · Cote-Allard, Ulysse, Fall, Cheikh Latyr, Drouin, Alexandre et al.2020 · 742 citationsIEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society. 2019;27(4):760-771
Maximum Margin Interval Trees1710.04234v2 · Alexandre Drouin, Toby Dylan Hocking, Francois Laviolette2017 · 4 citationsarXiv
Large scale modeling of antimicrobial resistance with interpretable classifiers1612.01030v1 · Alexandre Drouin, Fr'ed'eric Raymond, Gael Letarte St-Pierre et al.2016 · 8 citationsarXiv
Predictive computational phenotyping and biomarker discovery using reference-free genome comparisons.27671088 · Drouin, Alexandre, Giguère, Sébastien, Déraspe, Maxime et al.2019 · 153 citationsBMC genomics. 2016;17(1):754
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