Papers

12094 papers

ICML2025

Provable In-Context Vector Arithmetic via Retrieving Task Concepts

Summary pending...

Task Vector; Residual Transformer; Factual-recall In-Context Learning;
ICML2025

Power Mean Estimation in Stochastic Continuous Monte-Carlo Tree Search

Summary pending...

Monte-Carlo Tree Search; Continuous Reinforcement Learning Planning
ICML2025

The Disparate Benefits of Deep Ensembles

Summary pending...

Deep EnsemblesDisparate BenefitsPredictive Diversity
ICML2025

DiLQR: Differentiable Iterative Linear Quadratic Regulator via Implicit Differentiation

Summary pending...

iLQR; Differentiable control; Learning based control
ICML2025

Unifying Knowledge from Diverse Datasets to Enhance Spatial-Temporal Modeling: A Granularity-Adaptive Geographical Embedding Approach

Summary pending...

Geographical Modeling
ICML2025

Exploring Invariance in Images through One-way Wave Equations

Summary pending...

Mathematical invariance in imagesOne-way wave equationAuto-regression
ICML2025

TOPLOC: A Locality Sensitive Hashing Scheme for Trustless Verifiable Inference

Summary pending...

Locality Sensitive HashingLarge Language ModelsVerifiable Computing
ICML2025

On the Local Complexity of Linear Regions in Deep ReLU Networks

Summary pending...

Linear RegionsAdversarial RobustnessImplicit Bias
ICML2025

The Surprising Effectiveness of Test-Time Training for Few-Shot Learning

Summary pending...

Test-Time TrainingIn-Context LearningFew-Shot Learning
ICML2025

AdvAgent: Controllable Blackbox Red-teaming on Web Agents

Summary pending...

Web AgentsLarge Language ModelsPrompt Injection Attack
ICML2025

Curvature Enhanced Data Augmentation for Regression

Summary pending...

Manifold learningData augmentationRegression
ICML2025

Local Pan-privacy for Federated Analytics

Summary pending...

Differential PrivacyPan privacy
ICML2025

A Near Linear Query Lower Bound for Submodular Maximization

Summary pending...

Submodular maximizationsublinear algorithm
ICML2025

How Distributed Collaboration Influences the Diffusion Model Training? A Theoretical Perspective

Summary pending...

distributed diffusion modelsgeneration error bound
ICML2025

Understanding and Mitigating Memorization in Generative Models via Sharpness of Probability Landscapes

Summary pending...

Diffusion ModelMemorizationSharpness Aware
ICML2025

HYGMA: Hypergraph Coordination Networks with Dynamic Grouping for Multi-Agent Reinforcement Learning

Summary pending...

Multi-Agent Reinforcement LearningHypergraph ConvolutionDynamic Grouping
ICML2025

Privacy-Shielded Image Compression: Defending Against Exploitation from Vision-Language Pretrained Models

Summary pending...

Privacy SafeguardBackdoor AttackVision-Language Pretrained Models
ICML2025

Diverse Prototypical Ensembles Improve Robustness to Subpopulation Shift

Summary pending...

distribution shiftsubpopulation shiftspurious correlation
ICML2025

SafeAuto: Knowledge-Enhanced Safe Autonomous Driving with Multimodal Foundation Models

Summary pending...

Autonomous Driving; Multimodal Large Language Models; Multimodal Retrieval-Augmented Generation; Probabilistic Graph Model; Markov Logic Network
ICML2025

Latent Action Learning Requires Supervision in the Presence of Distractors

Summary pending...

latent action learningimitation learninglearning from observations