Papers
12094 papers
ICML2025
Leveraging Model Guidance to Extract Training Data from Personalized Diffusion Models
Summary pending...
Data ExtractionCopyright ProtectionPrivacy and Security
ICML2025
Improving the Statistical Efficiency of Cross-Conformal Prediction
Summary pending...
Conformal PredictionExchangeabilityRandomization
ICML2025
General agents need world models
Summary pending...
Agentsworld modelsreinforcement learning
ICML2025
Embedding Safety into RL: A New Take on Trust Region Methods
Summary pending...
Constrained MDPInformation GeometrySafe RL
ICML2025
Calibrated Value-Aware Model Learning with Probabilistic Environment Models
Summary pending...
model-based rlmuzeroitervaml
ICML2025
GANQ: GPU-Adaptive Non-Uniform Quantization for Large Language Models
Summary pending...
Large Language ModelsNon-uniform QuantizationGPU-adaptive Algorithms
ICML2025
Enhancing Diversity In Parallel Agents: A Maximum State Entropy Exploration Story
Summary pending...
Maximum State EntropyParallel Reinforcement LearningAgents' Diversity
ICML2025
Mind the Gap: a Spectral Analysis of Rank Collapse and Signal Propagation in Attention Layers
Summary pending...
transformersattention mechanismspectral analysis
ICML2025
HEAP: Hyper Extended A-PDHG Operator for Constrained High-dim PDEs
Summary pending...
PDENeural OperatorConstraints
ICML2025
InfoSEM: A Deep Generative Model with Informative Priors for Gene Regulatory Network Inference
Summary pending...
Gene Regulatory Networks inferenceInformative priorsscRNA-seq
ICML2025
Robust Autonomy Emerges from Self-Play
Summary pending...
Reinforcement LearningAutonomySimulation
ICML2025
Continuous-Time Analysis of Heavy Ball Momentum in Min-Max Games
Summary pending...
Min-Max GamesHeavy Ball MomentumContinuous-Time Analysis
ICML2025
A Variational Information Theoretic Approach to Out-of-Distribution Detection
Summary pending...
out-of-distribution detectioninformation theoryvariational calculus
ICML2025
FastCAV: Efficient Computation of Concept Activation Vectors for Explaining Deep Neural Networks
Summary pending...
explainabilityconcept-based explanationsconcept activation vectors
ICML2025
Provably Improving Generalization of Few-shot models with Synthetic Data
Summary pending...
Synthetic dataFew-Shot learningRobustness
ICML2025
Fundamental limits of learning in sequence multi-index models and deep attention networks: high-dimensional asymptotics and sharp thresholds
Summary pending...
theorymulti-index modelapproximate message-passing
ICML2025
Interaction-Aware Gaussian Weighting for Clustered Federated Learning
Summary pending...
Federated LearningClustered Federated Learning
ICML2025
In-Context Deep Learning via Transformer Models
Summary pending...
foundation modeltransformerin-context learning
ICML2025
Lightspeed Geometric Dataset Distance via Sliced Optimal Transport
Summary pending...
Dataset distancesliced optimal transportdata-centric machine learning
ICML2025
Towards Understanding Gradient Dynamics of the Sliced-Wasserstein Distance via Critical Point Analysis
Summary pending...
optimal transportoptimisationsliced-wasserstein distance