Papers
12094 papers
ICLR2025
Multi-Draft Speculative Sampling: Canonical Decomposition and Theoretical Limits
Summary pending...
speculative decodingmulti draft speculative samplinglarge language models
ICLR2025
CoMRes: Semi-Supervised Time Series Forecasting Utilizing Consensus Promotion of Multi-Resolution
Summary pending...
Time series forecastingMulti-scaleSemi-supervised learning
ICLR2025
SPDIM: Source-Free Unsupervised Conditional and Label Shift Adaptation in EEG
Summary pending...
geometric deep learningtransfer learningsource-free adaptation
ICLR2025
IntersectionZoo: Eco-driving for Benchmarking Multi-Agent Contextual Reinforcement Learning
Summary pending...
reinforcement learninggeneralizationbenchmarking
ICLR2025
Intermediate Layer Classifiers for OOD generalization
Summary pending...
transfer learningintermediate layerslearning dynamics
ICLR2025
Towards Bridging Generalization and Expressivity of Graph Neural Networks
Summary pending...
gnnexpressivitygeneralization
ICLR2025
VisualPredicator: Learning Abstract World Models with Neuro-Symbolic Predicates for Robot Planning
Summary pending...
learning abstractions for planningneuro-symbolic aiconcept learning
ICLR2025
Enhancing Learning with Label Differential Privacy by Vector Approximation
Summary pending...
label differential privacy
ICLR2025
Data-adaptive Differentially Private Prompt Synthesis for In-Context Learning
Summary pending...
in-context learningdifferential privacylarge language models
ICLR2025
How to Find the Exact Pareto Front for Multi-Objective MDPs?
Summary pending...
Multi-objective optimizationMarkov decision Process
ICLR2025
Neural Spacetimes for DAG Representation Learning
Summary pending...
Directed GraphsQuasi-metrics
ICLR2025
Inference-Aware Fine-Tuning for Best-of-N Sampling in Large Language Models
Summary pending...
Best-of-N samplingReinforcement LearningLanguage models
ICLR2025
DeFT: Decoding with Flash Tree-attention for Efficient Tree-structured LLM Inference
Summary pending...
LLM inferenceattentionmemory-efficiency
ICLR2025
Modeling Unseen Environments with Language-guided Composable Causal Components in Reinforcement Learning
Summary pending...
Model-based Reinforcement LearningWorld ModelCausal Representation Learning
ICLR2025
Generalizable Motion Planning via Operator Learning
Summary pending...
Motion planningoperator learningvalue function approximation
ICLR2025
Revisiting Source-Free Domain Adaptation: a New Perspective via Uncertainty Control
Summary pending...
Source-Free Domain AdaptationUnsupervised Domain Adaptation
ICLR2025
NetFormer: An interpretable model for recovering dynamical connectivity in neuronal population dynamics
Summary pending...
neuronal dynamicsdynamical connectivityinterpretability
ICLR2025
Block Verification Accelerates Speculative Decoding
Summary pending...
llm efficiencyspeculative decodingdistribution coupling
ICLR2025
BAMDP Shaping: a Unified Framework for Intrinsic Motivation and Reward Shaping
Summary pending...
Reinforcement Learning TheoryBayesian Reinforcement LearningIntrinsic Motivation