Papers
12094 papers
ICML2025
A Trichotomy for List Transductive Online Learning
Summary pending...
Online LearningTransductive LearningList Learning
ICML2025
EGPlace: An Efficient Macro Placement Method via Evolutionary Search with Greedy Repositioning Guided Mutation
Summary pending...
Chip PlacementEvolutionary SearchMutation
ICML2025
Structure-Guided Large Language Models for Text-to-SQL Generation
Summary pending...
Text-to-SQLlarge language modelstructure learning
ICML2025
Scalable First-order Method for Certifying Optimal k-Sparse GLMs
Summary pending...
generalized linear modelssparse learningproximal method
ICML2025
Unbiased Recommender Learning from Implicit Feedback via Weakly Supervised Learning
Summary pending...
recommendationcollaborative filtering
ICML2025
SlimLLM: Accurate Structured Pruning for Large Language Models
Summary pending...
structure pruninglarge language modelsmachine learning
ICML2025
TraceGrad: a Framework Learning Expressive SO(3)-equivariant Non-linear Representations for Electronic-Structure Hamiltonian Prediction
Summary pending...
Atomic System Modeling; Electronic-structure Hamiltonian prediction; SO(3)-equivariant representation learning; Non-linear expressiveness
ICML2025
Safely Learning Optimal Auctions: A Testable Learning Framework for Mechanism Design
Summary pending...
Auction TheoryMechanism DesignTesting Distributional Assumptions
ICML2025
Training High Performance Spiking Neural Network by Temporal Model Calibration
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Spiking Neural NetworksDirect TrainingTemporal Heterogeneity
ICML2025
Pretraining Generative Flow Networks with Inexpensive Rewards for Molecular Graph Generation
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Generative Flow NetworksFoundation modelDrug Discovery
ICML2025
The Illusion of Role Separation: Hidden Shortcuts in LLM Role Learning (and How to Fix Them)
Summary pending...
LLM; role-separation; shortcut learning; position encoding
ICML2025
Understanding Synthetic Context Extension via Retrieval Heads
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Large Language ModelsSynthetic DataLong Context
ICML2025
Optimal Fair Learning Robust to Adversarial Distribution Shift
Summary pending...
FairnessRandomizationClassification
ICML2025
LLM-Augmented Chemical Synthesis and Design Decision Programs
Summary pending...
Large Language modelsRetrosynthesis planningMolecule design
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
Representation Preserving Multiclass Agnostic to Realizable Reduction
Summary pending...
PAC LearningAgnostic to Realizable ReductionUnified PAC Framework
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