~/talks

Anish Agarwal

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Production software keeps breaking and it will only get worseAI Engineer World's Fair 20252025-06-03
Claims an autonomous troubleshooting product, Traversal.ai, that combines causal machine learning with LLM reasoning and agent swarms to search petabytes of…
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CausalSim: A Causal Framework for Unbiased Trace-Driven SimulationNSDI 20232023-04-17
CausalSim provides a causal model and estimator that removes bias in trace-driven simulation by learning latent network conditions from an initial randomized…
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Causal Matrix Completion: Applications to Offline Causal Reinforcement LearningQuantifying Uncertainty: Stochastic, Adversarial, and Beyond2022-09-12
Proposes a practical algorithm called synthetic nearest neighbors that combines nearest neighbors and synthetic controls to handle MNAR matrix completion…
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Causal Matrix CompletionAlgorithmic Aspects of Causal Inference 20222022-03-18
Provides a causal model (potential outcomes) for matrix completion under MNAR, shows entries can be identified even when observation probability is zero, and…
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Causal Inference For Socio-Economic And Engineering SystemsLearning from Interventions 20222022-02-14
Phase‑three trial data on 1,162 patients with ADAS‑Cog scores over two years and four arms (three therapies plus placebo) is framed as a missing‑entry tensor…
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Panel DiscussionLearning from Interventions 20222022-02-14
Panel covers three practical research threads: a classroom RCT that implements local differential privacy and analyzes how participant cheating breaks…
Panel on
Causal Inference For Socio-Economic & Engineering SystemsMeet the Fellows Welcome Event2021-09-08
Work bridges econometric causal methods and ML by treating counterfactuals as tensor/matrix completion problems, using synthetic interventions to impute…
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