Sharma, Amit

39 publications

ICLR 2025 Causal Order: The Key to Leveraging Imperfect Experts in Causal Inference Aniket Vashishtha, Abbavaram Gowtham Reddy, Abhinav Kumar, Saketh Bachu, Vineeth N. Balasubramanian, Amit Sharma

ICLRW 2025 Deduce: Deductive Consistency as a Framework to Evaluate LLM Reasoning Atharva Pandey, Kshitij Dubey, Rahul Sharma, Amit Sharma

NeurIPS 2025 Grammars of Formal Uncertainty: When to Trust LLMs in Automated Reasoning Tasks Debargha Ganguly, Vikash Singh, Sreehari Sankar, Biyao Zhang, Xuecen Zhang, Srinivasan Iyengar, Xiaotian Han, Amit Sharma, Shivkumar Kalyanaraman, Vipin Chaudhary

ICLRW 2025 Outlier-Aware Preference Optimization for Large Language Models Pragya Srivastava, Sai Soumya Nalli, Amit Deshpande, Amit Sharma

ICLRW 2025 Plan$^\ast$RAG: Efficient Test-Time Planning for Retrieval Augmented Generation Prakhar Verma, Sukruta Prakash Midigeshi, Gaurav Sinha, Arno Solin, Nagarajan Natarajan, Amit Sharma

ICML 2025 RE-IMAGINE: Symbolic Benchmark Synthesis for Reasoning Evaluation Xinnuo Xu, Rachel Lawrence, Kshitij Dubey, Atharva Pandey, Risa Ueno, Fabian Falck, Aditya V. Nori, Rahul Sharma, Amit Sharma, Javier Gonzalez

ICLRW 2025 Re-Imagine: Symbolic Benchmark Synthesis for Reasoning Evaluation Xinnuo Xu, Rachel Lawrence, Kshitij Dubey, Atharva Pandey, Fabian Falck, Risa Ueno, Aditya V. Nori, Rahul Sharma, Amit Sharma, Javier Gonzalez

ICLR 2025 Robust Root Cause Diagnosis Using In-Distribution Interventions Lokesh Nagalapatti, Ashutosh Srivastava, Sunita Sarawagi, Amit Sharma

ICML 2025 Teaching Transformers Causal Reasoning Through Axiomatic Training Aniket Vashishtha, Abhinav Kumar, Atharva Pandey, Abbavaram Gowtham Reddy, Kabir Ahuja, Vineeth N. Balasubramanian, Amit Sharma

ICLRW 2025 Teaching Transformers Causal Reasoning Through Axiomatic Training Aniket Vashishtha, Abhinav Kumar, Atharva Pandey, Abbavaram Gowtham Reddy, Kabir Ahuja, Vineeth N. Balasubramanian, Amit Sharma

NeurIPSW 2024 Causal Order: The Key to Leveraging Imperfect Experts in Causal Inference Aniket Vashishtha, Abbavaram Gowtham Reddy, Abhinav Kumar, Saketh Bachu, Vineeth N. Balasubramanian, Amit Sharma

TMLR 2024 Causal Reasoning and Large Language Models: Opening a New Frontier for Causality Emre Kiciman, Robert Ness, Amit Sharma, Chenhao Tan

TMLR 2024 Deep End-to-End Causal Inference Tomas Geffner, Javier Antoran, Adam Foster, Wenbo Gong, Chao Ma, Emre Kiciman, Amit Sharma, Angus Lamb, Martin Kukla, Nick Pawlowski, Agrin Hilmkil, Joel Jennings, Meyer Scetbon, Miltiadis Allamanis, Cheng Zhang

ICLR 2024 Faithful Explanations of Black-Box NLP Models Using LLM-Generated Counterfactuals Yair Ori Gat, Nitay Calderon, Amir Feder, Alexander Chapanin, Amit Sharma, Roi Reichart

MIDL 2024 Lupus Nephritis Subtype Classification with Only Slide Level Labels Amit Sharma, Ekansh Chauhan, Megha S Uppin, Liza Rajasekhar, C.V. Jawahar, P K Vinod

ICMLW 2024 Teaching Transformers Causal Reasoning Through Axiomatic Training Aniket Vashishtha, Abhinav Kumar, Abbavaram Gowtham Reddy, Vineeth N. Balasubramanian, Amit Sharma

NeurIPSW 2024 Teaching Transformers Causal Reasoning Through Axiomatic Training Aniket Vashishtha, Abhinav Kumar, Atharva Pandey, Abbavaram Gowtham Reddy, Vineeth N. Balasubramanian, Amit Sharma

NeurIPSW 2023 A Universal Prompt Generator for Large Language Models Gurusha Juneja, Amit Sharma

NeurIPS 2023 Causal Effect Regularization: Automated Detection and Removal of Spurious Correlations Abhinav Kumar, Amit Deshpande, Amit Sharma

UAI 2023 Combinatorial Categorized Bandits with Expert Rankings Sayak Ray Chowdhury, Gaurav Sinha, Nagarajan Natarajan, Amit Sharma

TMLR 2023 Machine Explanations and Human Understanding Chacha Chen, Shi Feng, Amit Sharma, Chenhao Tan

ICLR 2023 Modeling the Data-Generating Process Is Necessary for Out-of-Distribution Generalization Jivat Neet Kaur, Emre Kiciman, Amit Sharma

ICMLW 2023 Towards Modular Machine Learning Pipelines Aditya Modi, Jivat Neet Kaur, Maggie Makar, Pavan Mallapragada, Amit Sharma, Emre Kiciman, Adith Swaminathan

NeurIPSW 2022 A Causal AI Suite for Decision-Making Emre Kiciman, Eleanor Wiske Dillon, Darren Edge, Adam Foster, Agrin Hilmkil, Joel Jennings, Chao Ma, Robert Ness, Nick Pawlowski, Amit Sharma, Cheng Zhang

NeurIPSW 2022 Counterfactual Generation Under Confounding Abbavaram Gowtham Reddy, Saloni Dash, Amit Sharma, Vineeth N. Balasubramanian

NeurIPSW 2022 Deep End-to-End Causal Inference Tomas Geffner, Javier Antoran, Adam Foster, Wenbo Gong, Chao Ma, Emre Kiciman, Amit Sharma, Angus Lamb, Martin Kukla, Agrin Hilmkil, Joel Jennings, Nick Pawlowski, Miltiadis Allamanis, Cheng Zhang

WACV 2022 Evaluating and Mitigating Bias in Image Classifiers: A Causal Perspective Using Counterfactuals Saloni Dash, Vineeth N Balasubramanian, Amit Sharma

ICML 2022 Matching Learned Causal Effects of Neural Networks with Domain Priors Sai Srinivas Kancheti, Abbavaram Gowtham Reddy, Vineeth N Balasubramanian, Amit Sharma

ICMLW 2022 Modeling the Data-Generating Process Is Necessary for Out-of-Distribution Generalization Jivat Neet Kaur, Emre Kiciman, Amit Sharma

NeurIPS 2022 Probing Classifiers Are Unreliable for Concept Removal and Detection Abhinav Kumar, Chenhao Tan, Amit Sharma

ICMLW 2022 Probing Classifiers Are Unreliable for Concept Removal and Detection Abhinav Kumar, Chenhao Tan, Amit Sharma

NeurIPSW 2022 The Counterfactual-Shapley Value: Attributing Change in System Metrics Amit Sharma, Hua Li, Jian Jiao

NeurIPSW 2022 Using Interventions to Improve Out-of-Distribution Generalization of Text-Matching Systems Parikshit Bansal, Yashoteja Prabhu, Emre Kiciman, Amit Sharma

NeurIPSW 2022 Using Interventions to Improve Out-of-Distribution Generalization of Text-Matching Systems Parikshit Bansal, Yashoteja Prabhu, Emre Kiciman, Amit Sharma

ICML 2021 Domain Generalization Using Causal Matching Divyat Mahajan, Shruti Tople, Amit Sharma

AAAI 2021 The Importance of Modeling Data Missingness in Algorithmic Fairness: A Causal Perspective Naman Goel, Alfonso Amayuelas, Amit Deshpande, Amit Sharma

ICML 2020 Alleviating Privacy Attacks via Causal Learning Shruti Tople, Amit Sharma, Aditya Nori

IJCAI 2013 Algorithms for Generating Ordered Solutions for Explicit AND/OR Structures : Extended Abstract Priyankar Ghosh, Amit Sharma, Partha Pratim Chakrabarti, Pallab Dasgupta

JAIR 2012 Algorithms for Generating Ordered Solutions for Explicit AND/OR Structures Priyankar Ghosh, Amit Sharma, P. P. Chakrabarti, Pallab Dasgupta