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