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

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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

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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)

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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

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FairnessRandomizationClassification
ICML2025

LLM-Augmented Chemical Synthesis and Design Decision Programs

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Large Language modelsRetrosynthesis planningMolecule design
ICML2025

KernelBench: Can LLMs Write Efficient GPU Kernels?

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BenchmarkGPU Kernel DesignCode Generation
ICML2025

Bipartite Ranking From Multiple Labels: On Loss Versus Label Aggregation

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learning to rankarea under the curvemulti-objective optimization
ICML2025

Open Materials Generation with Stochastic Interpolants

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stochastic interpolantsgenerative modelsinorganic crystals
ICML2025

Representation Preserving Multiclass Agnostic to Realizable Reduction

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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