Papers
12094 papers
ICML2025
MoRAgent: Parameter Efficient Agent Tuning with Mixture-of-Roles
Summary pending...
LLMsAgentMixture-of-Roles
ICML2025
Modalities Contribute Unequally: Enhancing Medical Multi-modal Learning through Adaptive Modality Token Re-balancing
Summary pending...
Multi-modalMedical
ICML2025
In-Context Reinforcement Learning From Suboptimal Historical Data
Summary pending...
In-Context Learning; Reinforcement Learning; Transformers; In-Context Reinforcement Learning
ICML2025
polybasic Speculative Decoding Through a Theoretical Perspective
Summary pending...
speculative decoding
ICML2025
HarmoniCa: Harmonizing Training and Inference for Better Feature Caching in Diffusion Transformer Acceleration
Summary pending...
diffusion transformeraccelerationfeature caching
ICML2025
HaploVL: A Single-Transformer Baseline for Multi-Modal Understanding
Summary pending...
Vision language modelsMulti-modal large language model
ICML2025
Morse: Dual-Sampling for Lossless Acceleration of Diffusion Models
Summary pending...
Diffusion modelsimage generationtext-to-image generation
ICML2025
Generalizable Multi-Camera 3D Object Detection from a Single Source via Fourier Cross-View Learning
Summary pending...
Domain generalizationmulti-camera 3D object detectionaugmentation
ICML2025
Distributionally Robust Policy Learning under Concept Drifts
Summary pending...
distributionally robust optimizationoffline policy learningconcept drift
ICML2025
Revisiting Differentially Private Algorithms for Decentralized Online Learning
Summary pending...
Decentralized Online LearningDifferential Privacy
ICML2025
You Get What You Give: Reciprocally Fair Federated Learning
Summary pending...
Federated learningNash equilibriummechanism design
ICML2025
An Efficient Matrix Multiplication Algorithm for Accelerating Inference in Binary and Ternary Neural Networks
Summary pending...
Deep LearningLarge Languange ModelsMatrix Multiplication
ICML2025
A Forget-and-Grow Strategy for Deep Reinforcement Learning Scaling in Continuous Control
Summary pending...
Deep Continuous ControlInfantile AmnesiaPrimacy Bias
ICML2025
Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages
Summary pending...
molecular grammarinterpretabilityfoundation model
ICML2025
Counterfactual Graphical Models: Constraints and Inference
Summary pending...
Counterfactual inferenceGraphical ModelsConstraints
ICML2025
BCE vs. CE in Deep Feature Learning
Summary pending...
cross-entropy lossBCEneural collapse
ICML2025
The Sample Complexity of Online Strategic Decision Making with Information Asymmetry and Knowledge Transportability
Summary pending...
Strategic explorationinformation asymmetryknowledge transportability
ICML2025
RocketKV: Accelerating Long-Context LLM Inference via Two-Stage KV Cache Compression
Summary pending...
LLM inferenceKV cache compressionEfficiency
ICML2025
Beyond Matryoshka: Revisiting Sparse Coding for Adaptive Representation
Summary pending...
Sparse Coding;Matryoshka representation learning;Adaptive Representation;Efficient Machine Learning; Sparse Autoencoder
ICML2025
The Sharpness Disparity Principle in Transformers for Accelerating Language Model Pre-Training
Summary pending...
SharpnessOptimizationTransformer