Faisal Hamman
4 papers · 2023–2025 · 3 venues · across top CS/AI venues
Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.
Achievements
Jump to papers ↓
🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(12)
🏆
Keyword Champion
Venues
Top co-authors
Research topics
Artificial Intelligence
(4)
Machine Learning
(4)
Core AI
(3)
Optimization & Theory · Machine Learning
(2)
Deep Learning
(1)
Natural Language Processing
(1)
Application Areas
(1)
Applications
(1)
Architectures
(1)
Bayesian & Probabilistic
(1)
Core Methods
(1)
Learning Paradigms
(1)
Learning Types
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
partial information decomposition
(2)
probabilistic guarantee
(2)
convex optimization
(1)
embedding space
(1)
model robustness
(1)
knowledge distillation
(1)
data heterogeneity
(1)
group fairness
(1)
counterfactual explanation
(1)
student model
(1)
multi-level optimization
(1)
stability measure
(1)
teacher model
(1)
lipshitz constant
(1)
model change
(1)
neural network
(1)
prediction consistency
(1)
redundant information
(1)
fine-tuning multiplicity
(1)
local stability measure
(1)
Papers
Quantifying Knowledge Distillation using Partial Information Decomposition
AISTATS 2025
Quantifying Prediction Consistency Under Fine-tuning Multiplicity in Tabular LLMs
ICML 2025
Demystifying Local & Global Fairness Trade-offs in Federated Learning Using Partial Information Decomposition
ICLR 2024
Robust Counterfactual Explanations for Neural Networks With Probabilistic Guarantees
ICML 2023