Papers
12094 papers
ICML2025
Behavioral Exploration: Learning to Explore via In-Context Adaptation
Summary pending...
in-context learningexplorationadaptive agents
ICML2025
Generalized additive models via direct optimization of regularized decision stump forests
Summary pending...
generalized additive modelsinterpretabilitydecision forests
ICML2025
SITCOM: Step-wise Triple-Consistent Diffusion Sampling For Inverse Problems
Summary pending...
Diffusion Model; Inverse Problems; Image Restoration; MRI
ICML2025
Robust Noise Attenuation via Adaptive Pooling of Transformer Outputs
Summary pending...
PoolingAttentionVector Quantization
ICML2025
DiffusionVLA: Scaling Robot Foundation Models via Unified Diffusion and Autoregression
Summary pending...
vision-language-action modelsreasoning
ICML2025
Action-Dependent Optimality-Preserving Reward Shaping
Summary pending...
Reinforcement learningreward shapingintrinsic motivation
ICML2025
Learning with Exact Invariances in Polynomial Time
Summary pending...
Learning with InvariancesKernelsSpectral Theory
ICML2025
Balancing the Scales: A Theoretical and Algorithmic Framework for Learning from Imbalanced Data
Summary pending...
imbalanced dataconsistencymargin bounds
ICML2025
Towards a Formal Theory of Representational Compositionality
Summary pending...
compositionalitycomplexitydeep learning
ICML2025
Are Large Language Models Ready for Multi-Turn Tabular Data Analysis?
Summary pending...
Tabular Data AnalysisLarge Language ModelsConversation
ICML2025
Optimizing Noise Distributions for Differential Privacy
Summary pending...
Differential PrivacyRenyi Differential PrivacyOptimization
ICML2025
Self-Organizing Visual Prototypes for Non-Parametric Representation Learning
Summary pending...
self-supervised learningcomputer visionrepresentation learning
ICML2025
Global-Local Dirichlet Processes for Clustering Grouped Data in the Presence of Group-Specific Idiosyncratic Variables
Summary pending...
Bayesian nonparametricsclusteringgroup-specific variables
ICML2025
Speak Easy: Eliciting Harmful Jailbreaks from LLMs with Simple Interactions
Summary pending...
safetyjailbreaklarge language models
ICML2025
Reinforcement Learning for Quantum Control under Physical Constraints
Summary pending...
reinforcement learningquantum computingquantum control
ICML2025
From Uncertain to Safe: Conformal Adaptation of Diffusion Models for Safe PDE Control
Summary pending...
safe PDE controlPDE simulationgenerative models
ICML2025
Proto Successor Measure: Representing the Behavior Space of an RL Agent
Summary pending...
Unsupervised Reinforcement LearningZero Shot Reinforcement LearningRepresentation Learning
ICML2025
R3DM: Enabling Role Discovery and Diversity Through Dynamics Models in Multi-agent Reinforcement Learning
Summary pending...
Multi-agent Reinforcement Learning
ICML2025
Self-Bootstrapping for Versatile Test-Time Adaptation
Summary pending...
test-time adaptation