Papers

12094 papers

ICML2025

KernelBench: Can LLMs Write Efficient GPU Kernels?

Summary pending...

BenchmarkGPU Kernel DesignCode Generation
ICML2025

Bipartite Ranking From Multiple Labels: On Loss Versus Label Aggregation

Summary pending...

learning to rankarea under the curvemulti-objective optimization
ICML2025

Open Materials Generation with Stochastic Interpolants

Summary pending...

stochastic interpolantsgenerative modelsinorganic crystals
ICML2025

LMRL Gym: Benchmarks for Multi-Turn Reinforcement Learning with Language Models

Summary pending...

a benchmark for enabling development of RL algorithms for language tasks
ICML2025

Mitigating Object Hallucination in Large Vision-Language Models via Image-Grounded Guidance

Summary pending...

Large Vision-Language ModelsObject HallucinationMulti-modal LLMs
ICML2025

NETS: A Non-equilibrium Transport Sampler

Summary pending...

jarzynskisamplinggenerative models
ICML2025

e-GAI: e-value-based Generalized $\alpha$-Investing for Online False Discovery Rate Control

Summary pending...

online multiple testinggeneralized $\alpha$-investinge-value
ICML2025

Masked Autoencoders Are Effective Tokenizers for Diffusion Models

Summary pending...

Diffusion ModelsAutoencodersMasked Autoencoders
ICML2025

The Limits of Tractable Marginalization

Summary pending...

probabilistic inferencetractable modelsexpressive-efficiency
ICML2025

MAPLE: Many-Shot Adaptive Pseudo-Labeling for In-Context Learning

Summary pending...

In-context learningMany-shot In-context learningLarge language models
ICML2025

LLM-Augmented Chemical Synthesis and Design Decision Programs

Summary pending...

Large Language modelsRetrosynthesis planningMolecule design
ICML2025

Conformal Tail Risk Control for Large Language Model Alignment

Summary pending...

large language modelsconformal risk controlhuman-machine alignment
ICML2025

MVA: Linear Attention with High-order Query-Keys Integration and Multi-level Vocabulary Decomposition

Summary pending...

Fine-tune transformer to RNN; Linear attention; Linear Model;
ICML2025

EditLord: Learning Code Transformation Rules for Code Editing

Summary pending...

Large Language ModelsMachine Learning for Code EditingCode Generation
ICML2025

OmiAD: One-Step Adaptive Masked Diffusion Model for Multi-class Anomaly Detection via Adversarial Distillation

Summary pending...

Anomaly DetectionDiffusion ModelDiffusion Distillation
ICML2025

The Butterfly Effect: Neural Network Training Trajectories Are Highly Sensitive to Initial Conditions

Summary pending...

early traininglinear mode connectivityloss landscape
ICML2025

Accelerating Large Language Model Reasoning via Speculative Search

Summary pending...

Large Language Model ReasoningInference AccelerationTree Search
ICML2025

Diffuse Everything: Multimodal Diffusion Models on Arbitrary State Spaces

Summary pending...

Diffusion ModelDiscrete DiffusionMultimodal
ICML2025

SparseLoRA: Accelerating LLM Fine-Tuning with Contextual Sparsity

Summary pending...

large language modelsefficient fine-tuningsparsity
ICML2025

Zero-Inflated Bandits

Summary pending...

BanditsZero-InflatedExploration