Thomas Icard
13 papers · 2018–2025 · 8 conferences · across top CS/AI conferences
Achievements
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🌉 Interdisciplinary Bridge 🌍 Conference Polyglot (8) 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🏃 Academic Marathon (7)
🏃
Academic Marathon
(7)
🐝
Cross-Pollinator
(13)
🌈
Renaissance Researcher
(5)
🧬
Topic Evolution
🔬
Deep Specialist
(10)
📈
Trend Setter
🔥
Unstoppable
(8)
💎
Century Club
(13)
🚀
Conference Pioneer
Conferences
NIPS (4)
CLEAR (2)
ICML (2)
AAAI (1)
IJCAI (1)
JMLR (1)
NAACL (1)
UAI (1)
Top co-authors
Keywords
causal inference
(8)
causal abstraction
(7)
structural causal model
(4)
causal hierarchy
(2)
neural network
(2)
causal reasoning
(2)
structural equation model
(2)
causal structure
(1)
probabilistic reasoning
(1)
generative model
(1)
graphical model
(1)
language model
(1)
causal mechanism
(1)
counterfactual reasoning
(1)
mechanistic interpretability
(1)
distributed representation
(1)
interchange intervention training
(1)
masked language modeling
(1)
soft intervention
(1)
counterfactual behavior
(1)
Papers
Internal Causal Mechanisms Robustly Predict Language Model Out-of-Distribution Behaviors
ICML 2025
Causal Abstraction: A Theoretical Foundation for Mechanistic Interpretability
JMLR 2025
Finding Alignments Between Interpretable Causal Variables and Distributed Neural Representations
CLEAR 2024
Interpretability at Scale: Identifying Causal Mechanisms in Alpaca
NIPS 2023
Comparing Causal Frameworks: Potential Outcomes, Structural Models, Graphs, and Abstractions
NIPS 2023
Causal Abstraction with Soft Interventions
CLEAR 2023
Inducing Causal Structure for Interpretable Neural Networks
ICML 2022
Causal Distillation for Language Models
NAACL 2022
A Topological Perspective on Causal Inference
NIPS 2021
Causal Abstractions of Neural Networks
NIPS 2021
Probabilistic Reasoning Across the Causal Hierarchy
AAAI 2020
On Open-Universe Causal Reasoning
UAI 2019
On the Conditional Logic of Simulation Models
IJCAI 2018