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Composition of Relational Features with an Application to Explaining Black-Box Predictors



Ashwin Srinivasan , A Baskar , Tirtharaj Dash , Devanshu Shah

* 45 pages, submitted to Machine Learning Journal 

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One-way Explainability Isn't The Message



Ashwin Srinivasan , Michael Bain , Enrico Coiera

* (22 pages. Submitted for review as a Perspectives paper to Nature Machine Intelligence) 

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Solving Visual Analogies Using Neural Algorithmic Reasoning



Atharv Sonwane , Gautam Shroff , Lovekesh Vig , Ashwin Srinivasan , Tirtharaj Dash

* 20 pages. Contains extended abstract accepted at the AAAI-22 Student Abstract and Poster Program along with relevent supplementary material 

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Using Program Synthesis and Inductive Logic Programming to solve Bongard Problems



Atharv Sonwane , Sharad Chitlangia , Tirtharaj Dash , Lovekesh Vig , Gautam Shroff , Ashwin Srinivasan

* Equal contribution from first two authors. Accepted at the 10th International Workshop on Approaches and Applications of Inductive Programming as a Work In Progress Report 

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Zero-Shot Dense Retrieval with Momentum Adversarial Domain Invariant Representations



Ji Xin , Chenyan Xiong , Ashwin Srinivasan , Ankita Sharma , Damien Jose , Paul N. Bennett


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How to Tell Deep Neural Networks What We Know



Tirtharaj Dash , Sharad Chitlangia , Aditya Ahuja , Ashwin Srinivasan

* 12 pages (full version); substantial overlap with arXiv:2103.00180 

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Inclusion of Domain-Knowledge into GNNs using Mode-Directed Inverse Entailment



Tirtharaj Dash , Ashwin Srinivasan , A Baskar

* submitted to Machine Learning Journal (MLJ) 

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Incorporating Domain Knowledge into Deep Neural Networks



Tirtharaj Dash , Sharad Chitlangia , Aditya Ahuja , Ashwin Srinivasan

* Submitted to IJCAI-2021 Survey Track (6+2 pages) 

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Constructing and Evaluating an Explainable Model for COVID-19 Diagnosis from Chest X-rays



Rishab Khincha , Soundarya Krishnan , Krishnan Guru-Murthy , Tirtharaj Dash , Lovekesh Vig , Ashwin Srinivasan


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