Papers

12094 papers

ICML2024

Scaling Laws for the Value of Individual Data Points in Machine Learning

Summary pending...

ICML2024

Revisiting Scalable Hessian Diagonal Approximations for Applications in Reinforcement Learning

Summary pending...

ICML2024

QuRating: Selecting High-Quality Data for Training Language Models

Summary pending...

ICML2024

Structured Chemistry Reasoning with Large Language Models

Summary pending...

ICML2024

A New Theoretical Perspective on Data Heterogeneity in Federated Optimization

Summary pending...

ICML2024

Neural Diffusion Models

Summary pending...

ICML2024

Lyapunov-stable Neural Control for State and Output Feedback: A Novel Formulation

Summary pending...

ICML2024

Asymptotically Optimal and Computationally Efficient Average Treatment Effect Estimation in A/B testing

Summary pending...

ICML2024

Locality-Sensitive Hashing-Based Efficient Point Transformer with Applications in High-Energy Physics

Summary pending...

ICML2024

FlowMM: Generating Materials with Riemannian Flow Matching

Summary pending...

ICML2024

Position: Application-Driven Innovation in Machine Learning

Summary pending...

ICML2024

Guarantees for Nonlinear Representation Learning: Non-identical Covariates, Dependent Data, Fewer Samples

Summary pending...

ICML2024

Transformers Learn Nonlinear Features In Context: Nonconvex Mean-field Dynamics on the Attention Landscape

Summary pending...

ICML2024

Particle Denoising Diffusion Sampler

Summary pending...

ICML2024

Lessons from Generalization Error Analysis of Federated Learning: You May Communicate Less Often!

Summary pending...

ICML2024

Position: Beyond Personhood: Agency, Accountability, and the Limits of Anthropomorphic Ethical Analysis

Summary pending...

ICML2024

OT-CLIP: Understanding and Generalizing CLIP via Optimal Transport

Summary pending...

ICML2024

Online Learning with Bounded Recall

Summary pending...

ICML2024

Towards General Algorithm Discovery for Combinatorial Optimization: Learning Symbolic Branching Policy from Bipartite Graph

Summary pending...

ICML2024

Jetfire: Efficient and Accurate Transformer Pretraining with INT8 Data Flow and Per-Block Quantization

Summary pending...