Saumitra Mishra
12 papers · 2022–2025 · 4 venues · across top CS/AI venues
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counterfactual explanation
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interpretable machine learning
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scene understanding
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gradient descent
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object segmentation
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abstention
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tree-based ensemble
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preference modeling
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variational autoencoder
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language model
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Papers
Interpreting Language Reward Models via Contrastive Explanations
ICLR 2025
Quantifying Prediction Consistency Under Fine-tuning Multiplicity in Tabular LLMs
ICML 2025
To Steer or Not to Steer? Mechanistic Error Reduction with Abstention for Language Models
ICML 2025
Counterfactual Metarules for Local and Global Recourse
ICML 2024
IKEA Manuals at Work: 4D Grounding of Assembly Instructions on Internet Videos
NeurIPS 2024
Progressive Inference: Explaining Decoder-Only Sequence Classification Models Using Intermediate Predictions
ICML 2024
Sequential Harmful Shift Detection Without Labels
NeurIPS 2024
GLOBE-CE: A Translation Based Approach for Global Counterfactual Explanations
ICML 2023
Robust Counterfactual Explanations for Neural Networks With Probabilistic Guarantees
ICML 2023
Symbolic Metamodels for Interpreting Black-Boxes Using Primitive Functions
AAAI 2023
CLEAR: Generative Counterfactual Explanations on Graphs
NeurIPS 2022
Robust Counterfactual Explanations for Tree-Based Ensembles
ICML 2022