Papers
12094 papers
ICLR2025
GOttack: Universal Adversarial Attacks on Graph Neural Networks via Graph Orbits Learning
Summary pending...
graphletorbitadversarial machine learning
ICLR2025
NutriBench: A Dataset for Evaluating Large Language Models in Nutrition Estimation from Meal Descriptions
Summary pending...
Large Language ModelsNutrition EstimationDataset and Benchmark
ICLR2025
The Value of Sensory Information to a Robot
Summary pending...
roboticslimited sensingperception
ICLR2025
Fitting Networks with a Cancellation Trick
Summary pending...
Network analysisDCBMlogit-DCBM
ICLR2025
Holistically Evaluating the Environmental Impact of Creating Language Models
Summary pending...
machine learningartificial intelligencelanguage model
ICLR2025
When does compositional structure yield compositional generalization? A kernel theory.
Summary pending...
compositional generalizationrule learningkernel regression
ICLR2025
Chunk-Distilled Language Modeling
Summary pending...
language modelingtext generationretrieval-augmented generation
ICLR2025
TorchTitan: One-stop PyTorch native solution for production ready LLM pretraining
Summary pending...
large language modelsdistributed trainingpre-training
ICLR2025
Solving hidden monotone variational inequalities with surrogate losses
Summary pending...
Variational InequalityOptimizationSurrogate
ICLR2025
CTSyn: A Foundation Model for Cross Tabular Data Generation
Summary pending...
Foundation ModelTabular DataSynthetic Data Generation
ICLR2025
Provable Convergence Bounds for Hybrid Dynamical Sampling and Optimization
Summary pending...
langevinacceleratorssampling
ICLR2025
Context-Parametric Inversion: Why Instruction Finetuning May Not Actually Improve Context Reliance
Summary pending...
Instruction finetuningcontext-vs-parametric reliance
ICLR2025
Differentiable Optimization of Similarity Scores Between Models and Brains
Summary pending...
similarity measuresrepresentational alignmentprocrustes distance
ICLR2025
Aioli: A Unified Optimization Framework for Language Model Data Mixing
Summary pending...
data mixinglanguage modelsdata curation
ICLR2025
SFS: Smarter Code Space Search improves LLM Inference Scaling
Summary pending...
LLMcode generationoptimization
ICLR2025
Provable Uncertainty Decomposition via Higher-Order Calibration
Summary pending...
uncertainty quantificationcalibrationtrustworthy ML
ICLR2025
Answer, Assemble, Ace: Understanding How LMs Answer Multiple Choice Questions
Summary pending...
interpretability; multiple-choice question answering
ICLR2025
Syntactic and Semantic Control of Large Language Models via Sequential Monte Carlo
Summary pending...
Sequential Monte CarloLanguage ModelsSemantic parsing
ICLR2025
APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding
Summary pending...
Parallel Encoding; Context-Augmented LLM; Efficient Inference; Length Extrapolation