What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis | Paper Citation Record

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This paper cites What neural networks memorize and why: Discovering the long tail via influence estimation.

What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis What neural networks memorize and why: Discovering the long tail via influence estimation

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This paper cites ``what data benefits my classifier?" enhancing model performance and interpretability through influence-based data selection.

What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis ``what data benefits my classifier?" enhancing model performance and interpretability through influence-based data selection

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This paper cites Add-remove-or-relabel: Practitioner-friendly bias mitigation via influential fairness.

What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Add-remove-or-relabel: Practitioner-friendly bias mitigation via influential fairness

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Understanding black-box predictions via influence functions

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis The influence curve and its role in robust estimation

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Residuals and influence in regression

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Scaling up influence functions

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This paper cites Outlier gradient analysis: Efficiently identifying detrimental training samples for deep learning models.

What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Outlier gradient analysis: Efficiently identifying detrimental training samples for deep learning models

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This paper cites Data I nf: Efficiently E stimating D ata I nfluence in L o RA -tuned LLM s and D iffusion M odels.

What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Data I nf: Efficiently E stimating D ata I nfluence in L o RA -tuned LLM s and D iffusion M odels

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Data shapley in one training run

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Second-order stochastic optimization for machine learning in linear time

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Representer point selection for explaining deep neural networks

Reference 12

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This paper cites Hydra: Hypergradient data relevance analysis for interpreting deep neural networks.

What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Hydra: Hypergradient data relevance analysis for interpreting deep neural networks

Reference 13

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This paper cites Studying Large Language Model Generalization with Influence Functions.

What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Studying Large Language Model Generalization with Influence Functions

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This paper cites Estimating training data influence by tracing gradient descent.

What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Estimating training data influence by tracing gradient descent

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Input similarity from the neural network perspective

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Training Data Attribution via Approximate Unrolled Differentiation

Reference 17

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This paper cites Gex: A flexible method for approximating influence via geometric ensemble.

What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Gex: A flexible method for approximating influence via geometric ensemble

Reference 18

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This paper cites Training Data Attribution for Diffusion Models.

What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Training Data Attribution for Diffusion Models

Reference 19

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This paper cites Make every example count: On the stability and utility of self-influence for learning from noisy nlp datasets.

What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Make every example count: On the stability and utility of self-influence for learning from noisy nlp datasets

Reference 20

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This paper cites Self-influence guided data reweighting for language model pre-training.

What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Self-influence guided data reweighting for language model pre-training

Reference 21

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Category-aware active domain adaptation

Reference 22

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This paper cites What is fair? exploring pareto-efficiency for fairness constraint classifiers.

What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis What is fair? exploring pareto-efficiency for fairness constraint classifiers

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Minimax pareto fairness: A multi objective perspective

Reference 24

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This paper cites Pareto frontiers in deep feature learning: Data, compute, width, and luck.

What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Pareto frontiers in deep feature learning: Data, compute, width, and luck

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Pareto multi-task learning

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Divide and conquer: Provably unveiling the pareto front with multi-objective reinforcement learning

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Distributional pareto-optimal multi-objective reinforcement learning

Reference 28

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Neural architecture search: A survey

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Datamodels: Predicting Predictions from Training Data

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Tendulkar, Rishabh K Iyer, and Abir De

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Deep learning on a data diet: Finding important examples early in training

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Retrieve: Coreset selection for efficient and robust semi-supervised learning

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Dataset pruning: Reducing training data by examining generalization influence

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Data pruning via moving-one-sample-out

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Resolving training biases via influence-based data relabeling

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Fair clustering using antidote data

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Deeper Understanding of Black-box Predictions via Generalized Influence Functions

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Active learning with statistical models

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Influence selection for active learning

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis How to measure uncertainty in uncertainty sampling for active learning

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Submodularity in data subset selection and active learning

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Influence functionals for time series

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Explaining black box predictions and unveiling data artifacts through influence functions

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis If influence functions are the answer, then what is the question? Advances in Neural Information Processing Systems, 2022

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Influence F unctions in D eep L earning A re F ragile

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Revisiting the fragility of influence functions

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Theoretical and practical perspectives on what influence functions do

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Visualizing the pareto frontier

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Linear programming

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Genetic algorithms

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Learning multiple layers of features from tiny images

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis An analysis of single-layer networks in unsupervised feature learning

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Carer: Contextualized affect representations for emotion recognition

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Character-level convolutional networks for text classification

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Principal component analysis

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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

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This paper cites Deep residual learning for image recognition.

What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis Deep residual learning for image recognition

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