Papers
12094 papers
ICML2025
Sample-specific Noise Injection for Diffusion-based Adversarial Purification
Summary pending...
adversarial purificationadversarial robustnessdiffusion-based adversarial purification
ICML2025
Disentangling and Integrating Relational and Sensory Information in Transformer Architectures
Summary pending...
relationalreasoningattention
ICML2025
Identification of Latent Confounders via Investigating the Tensor Ranks of the Nonlinear Observations
Summary pending...
Causal discoverydiscrete latent variables
ICML2025
Weak-to-Strong Generalization Even in Random Feature Networks, Provably
Summary pending...
weak-to-stronggeneralizationrandom features
ICML2025
Unlocking the Power of Rehearsal in Continual Learning: A Theoretical Perspective
Summary pending...
Continual Learningrehearsal-based methodscatastrophic forgetting
ICML2025
CSG-ODE: ControlSynth Graph ODE For Modeling Complex Evolution of Dynamic Graphs
Summary pending...
Graph Neural NetworkDynamic GraphGraph Neural ODE
ICML2025
LaCache: Ladder-Shaped KV Caching for Efficient Long-Context Modeling of Large Language Models
Summary pending...
KV Cache StorageLong-Context ModelingLarge Language Models
ICML2025
Tight and Fast Bounds for Multi-Label Learning
Summary pending...
Multi-Label LearningGeneralization Bound
ICML2025
ELEMENTAL: Interactive Learning from Demonstrations and Vision-Language Models for Reward Design in Robotics
Summary pending...
Learning from DemonstrationVision-Language ModelsInverse Reinforcement Learning
ICML2025
One Stone, Two Birds: Enhancing Adversarial Defense Through the Lens of Distributional Discrepancy
Summary pending...
adversarial defenseadversarial robustnessaccuracy-robustness trade-off
ICML2025
How Do Transformers Learn Variable Binding in Symbolic Programs?
Summary pending...
variable bindingmechanistic interpretabilitycausal interventions
ICML2025
On Learning Parallel Pancakes with Mostly Uniform Weights
Summary pending...
gaussian mixture modelsparallel pancakesstatistical query
ICML2025
H-Tuning: Toward Low-Cost and Efficient ECG-based Cardiovascular Disease Detection with Pre-Trained Models
Summary pending...
ElectrocardiographPre-trained modelsFine-tuning
ICML2025
It's My Data Too: Private ML for Datasets with Multi-User Training Examples
Summary pending...
differential privacymulti-attribution
ICML2025
Prediction-Powered E-Values
Summary pending...
prediction-powered inferencee-valuesstatistical inference
ICML2025
Making Hard Problems Easier with Custom Data Distributions and Loss Regularization: A Case Study in Modular Arithmetic
Summary pending...
transformersmodular arithmeticmath
ICML2025
PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs
Summary pending...
AI-for-MathLarge Language ModelPartial Differential Equation
ICML2025
Hybrid Spiking Vision Transformer for Object Detection with Event Cameras
Summary pending...
Spiking Neural NetworksFall DetectionObject Detection With Event Cameras