Luigi Gresele
12 papers · 2019–2025 · 5 conferences · across top CS/AI conferences
Achievements
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🏃 Academic Marathon (6) 🌍 Conference Polyglot (5) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐝 Cross-Pollinator (10)
🌈
Renaissance Researcher
(5)
🗺️
Taxonomy Completionist
(24)
🌉
Interdisciplinary Bridge
🤝
Dynamic Duo
(10)
❓
The Questioner
🚀
Conference Pioneer
🔥
Unstoppable
(5)
💎
Century Club
(12)
📈
Trend Setter
Conferences
NIPS (8)
AISTATS (1)
ICLR (1)
ICML (1)
UAI (1)
Top co-authors
Keywords
independent component analysis
(5)
representation learning
(3)
causal inference
(3)
normalizing flow
(2)
nonlinear independent component analysis
(2)
causal representation learning
(2)
source separation
(2)
causal graph
(2)
latent variable model
(1)
data augmentation
(1)
bayesian inference
(1)
multi-view learning
(1)
natural language inference
(1)
self-supervised learning
(1)
causal reasoning
(1)
counterfactual reasoning
(1)
variational autoencoder
(1)
latent variable
(1)
structural causal model
(1)
density estimation
(1)
Papers
All or None: Identifiable Linear Properties of Next-Token Predictors in Language Modeling
AISTATS 2025
Causal Component Analysis
NIPS 2023
CLadder: Assessing Causal Reasoning in Language Models
NIPS 2023
Nonparametric Identifiability of Causal Representations from Unknown Interventions
NIPS 2023
Embrace the Gap: VAEs Perform Independent Mechanism Analysis
NIPS 2022
Causal Inference Through the Structural Causal Marginal Problem
ICML 2022
Learning explanations that are hard to vary
ICLR 2021
Independent mechanism analysis, a new concept?
NIPS 2021
Self-Supervised Learning with Data Augmentations Provably Isolates Content from Style
NIPS 2021
Relative gradient optimization of the Jacobian term in unsupervised deep learning
NIPS 2020
Modeling Shared responses in Neuroimaging Studies through MultiView ICA
NIPS 2020
The Incomplete Rosetta Stone problem: Identifiability results for Multi-view Nonlinear ICA
UAI 2019