Publications on Balaraman Ravindran

Cost-Sensitive Trees for Interpretable Reinforcement Learning

Mon, 01 Jan 2024 00:00:00 +0000

Guiding Offline Reinforcement Learning Using Safety Expert

Mon, 01 Jan 2024 00:00:00 +0000

HEAL: Unlocking the Potential of Learning on Hypergraphs Enriched with Attributes and Layers

Mon, 01 Jan 2024 00:00:00 +0000

Hybrid self-supervised learning-based architecture for construction progress monitoring

Mon, 01 Jan 2024 00:00:00 +0000

MABL: Bi-Level Latent-Variable World Model for Sample-Efficient Multi-Agent Reinforcement Learning

Mon, 01 Jan 2024 00:00:00 +0000

Multi-Agent Learning of Efficient Fulfilment and Routing Strategies in E-Commerce

Mon, 01 Jan 2024 00:00:00 +0000

PolicyClusterGCN: Identifying Efficient Clusters for Training Graph Convolutional Networks

Sat, 23 Sep 2023 00:00:00 +0000

CIAMS: Clustering Indices-based Automatic classification Model Selection

Wed, 23 Aug 2023 00:00:00 +0000

A Deep Network-based Model of Hippocampal Memory Functions under Normal and Alzheimer’s Disease Conditions

Wed, 21 Jun 2023 00:00:00 +0000

Hypergraph partitioning using tensor eigenvalue decomposition

Wed, 21 Jun 2023 00:00:00 +0000

Systematic literature review – unpacking values. How values change over time and link with personality traits and behaviours

Wed, 21 Jun 2023 00:00:00 +0000

Optimizing Traffic Control with Model-Based Learning: A Pessimistic Approach to Data-Efficient Policy Inference

Tue, 16 May 2023 00:00:00 +0000

MultiCens: Multilayer network centrality measures to uncover molecular mediators of tissue-tissue communication

Sun, 23 Apr 2023 00:00:00 +0000

A Survey of Adversarial Defences and Robustness in NLP

Sun, 02 Apr 2023 00:00:00 +0000

Physics-Informed Model-Based Reinforcement Learning

Thu, 16 Mar 2023 00:00:00 +0000

Financial Exclusion of Internal Migrant Workers of India during COVID-19: Can Digital Financial Inclusion be facilitated by AI?

Wed, 08 Mar 2023 00:00:00 +0000

A Learning Approach for Discovering Cost-Efficient Integrated Sourcing and Routing Strategies in E-Commerce

Sun, 01 Jan 2023 00:00:00 +0000

Matching Options to Tasks using Option-Indexed Hierarchical Reinforcement Learning

Sun, 01 Jan 2023 00:00:00 +0000

RePReL: A Unified Framework for Integrating Relational Planning and Reinforcement Learning for Effective Abstraction in Discrete and Continuous Domains

Thu, 24 Nov 2022 00:00:00 +0000

AI and Data Science Centers in Top Indian Academic Institutions

Thu, 20 Oct 2022 00:00:00 +0000

TOMBoost: A topic modeling based boosting approach for learning with class imbalance

Mon, 05 Sep 2022 00:00:00 +0000

Revisiting Link Prediction on Heterogeneous Graphs with A Multi-view Perspective

Fri, 02 Sep 2022 00:00:00 +0000

Detecting Vehicles on the Edge: Knowledge Distillation to Improve Performance in Heterogeneous Road Traffic

Tue, 23 Aug 2022 00:00:00 +0000

Domain-Agnostic Constrastive Representations for Learning from Label Proportions

Mon, 15 Aug 2022 00:00:00 +0000

Multi-Variate Time Series Forecasting on Variable Subsets

Sun, 14 Aug 2022 00:00:00 +0000

Evolutionary Approach to Security Games with Signaling

Thu, 28 Jul 2022 00:00:00 +0000

Benchmarking and Analyzing Unsupervised Network Representation Learning and the Illusion of Progress

Sun, 26 Jun 2022 00:00:00 +0000

Scaling Graph Propagation Kernels for Predictive Learning

Fri, 08 Apr 2022 00:00:00 +0000

On Combining Bags to Better Learn from Label Proportions

Mon, 14 Mar 2022 00:00:00 +0000

Causal Contextual Bandits with Targeted Interventions

Mon, 07 Mar 2022 00:00:00 +0000

Single Shot Corrective CNN for Anatomically Correct 3D Hand Pose Estimation

Mon, 21 Feb 2022 00:00:00 +0000

Scalable Multi-Product Inventory Control with Lead Time Constraints using Reinforcement Learning

Tue, 01 Feb 2022 00:00:00 +0000

An Active Learning Framework for Efficient Robust Policy Search

Sat, 08 Jan 2022 00:00:00 +0000

Automated Incident Location Identification for EMS from Ambulance Geospatial Data

Sat, 08 Jan 2022 00:00:00 +0000

Smooth Imitation Learning via Smooth Costs and Smooth Policies

Sat, 08 Jan 2022 00:00:00 +0000

A Causal Approach for Unfair Edge Prioritization and Discrimination Removal

Mon, 29 Nov 2021 00:00:00 +0000

Metric Learning for comparison of HMMs using Graph Neural Networks

Wed, 17 Nov 2021 00:00:00 +0000

NetGenes: A database of essential genes predicted using features from interaction networks

Thu, 23 Sep 2021 00:00:00 +0000

Understanding Convolutions on Graphs

Thu, 02 Sep 2021 00:00:00 +0000

Semi-Supervised Deep Learning for Multiplex Networks

Sat, 14 Aug 2021 00:00:00 +0000

Hyperedge Prediction using Tensor Eigenvalue Decomposition

Wed, 21 Jul 2021 00:00:00 +0000

Corrective Filter Based on Kinematics of Human Hand for Pose Estimation

Tue, 06 Jul 2021 00:00:00 +0000

A Joint Training Framework for Open-World Knowledge Graph Embeddings

Wed, 23 Jun 2021 00:00:00 +0000

An Enhanced Advising Model in Teacher-Student Framework using State Categorization

Tue, 18 May 2021 00:00:00 +0000

Relational Boosted Bandits

Tue, 18 May 2021 00:00:00 +0000

RePReL: Integrating Relational Planning and Reinforcement Learning for Effective Abstraction

Mon, 17 May 2021 00:00:00 +0000

Sequence Neighborhoods Enable Reliable Prediction of Pathogenic Mutations in Cancer Genomes

Fri, 14 May 2021 00:00:00 +0000

TAG: Task-based Accumulated Gradients for Lifelong learning

Tue, 11 May 2021 00:00:00 +0000

GrabQC: Graph based Query Contextualization for automated ICD coding

Sun, 09 May 2021 00:00:00 +0000

Reinforcement Learning for Unified Allocation and Patrolling in Signaling Games with Uncertainty

Mon, 03 May 2021 00:00:00 +0000

Sample Efficient Ensemble Reinforcement Learning

Mon, 03 May 2021 00:00:00 +0000

MADRaS : Multi Agent Driving Simulator

Fri, 30 Apr 2021 00:00:00 +0000

A semi-supervised approach to growing classification trees

Sat, 02 Jan 2021 00:00:00 +0000

Inferring customer occupancy status in for-hire vehicles using PU Learning

Sat, 02 Jan 2021 00:00:00 +0000

Is it hard to learn a classifier on this dataset?

Sat, 02 Jan 2021 00:00:00 +0000

A Unified Non-Negative Matrix Factorization Framework for Semi-Supervised Learning on Graphs

Wed, 01 Jan 2020 00:00:00 +0000

DyVEDeep: Dynamic Variable Effort Deep Neural Networks

Wed, 01 Jan 2020 00:00:00 +0000

EMPIR: Ensembles of Mixed Precision Deep Networks for Increased Robustness Against Adversarial Attacks

Wed, 01 Jan 2020 00:00:00 +0000

ExTra: Transfer-guided Exploration

Wed, 01 Jan 2020 00:00:00 +0000

HPRA: Hyperedge Prediction using Resource Allocation

Wed, 01 Jan 2020 00:00:00 +0000

Hypergraph Clustering by Iteratively Reweighted Modularity Maximization.

Wed, 01 Jan 2020 00:00:00 +0000

Influence maximization in unknown social networks: Learning Policies for Effective Graph Sampling

Wed, 01 Jan 2020 00:00:00 +0000

Interpretability with Accurate Small Models

Wed, 01 Jan 2020 00:00:00 +0000

On Incorporating Structural Information to improve Dialogue Response Generation

Wed, 01 Jan 2020 00:00:00 +0000

Option Encoder: A Framework for Discovering a Policy Basis in Reinforcement Learning

Wed, 01 Jan 2020 00:00:00 +0000

Reinforcement Learning for Improving Object Detection.

Wed, 01 Jan 2020 00:00:00 +0000

Towards Accurate Vehicle Behaviour Classification With Multi-Relational Graph Convolutional Networks.

Wed, 01 Jan 2020 00:00:00 +0000

Towards Transparent and Explainable Attention Models

Wed, 01 Jan 2020 00:00:00 +0000

Understanding Dynamic Scenes using Graph Convolution Networks.

Wed, 01 Jan 2020 00:00:00 +0000

A New Measure of Modularity in Hypergraphs: Theoretical Insights and Implications for Effective Clustering

Tue, 01 Jan 2019 00:00:00 +0000

Adapting Community Detection Algorithms for Disease Module Identification in Heterogeneous Biological Networks

Tue, 01 Jan 2019 00:00:00 +0000

Advice Replay Approach for Richer Knowledge Transfer in Teacher Student Framework

Tue, 01 Jan 2019 00:00:00 +0000

Assessment of Network Module Identification across Complex Diseases

Tue, 01 Jan 2019 00:00:00 +0000

Edge Replacement Grammars : A Formal Language Approach for Generating Graphs

Tue, 01 Jan 2019 00:00:00 +0000

Effect of Interlayer Coupling on Multilayer Network Centrality Measures

Tue, 01 Jan 2019 00:00:00 +0000

Generalized Random Surfer-Pair Models

Tue, 01 Jan 2019 00:00:00 +0000

Let's Ask Again: Refine Network for Automatic Question Generation

Tue, 01 Jan 2019 00:00:00 +0000

MaMiC : Macro and Micro Curriculum for Robotic Reinforcement Learning

Tue, 01 Jan 2019 00:00:00 +0000

Pack and Detect: Fast Object Detection in Videos Using Region-of-Interest Packing

Tue, 01 Jan 2019 00:00:00 +0000

Predicting Software Defect Type using Concept-based Classification

Tue, 01 Jan 2019 00:00:00 +0000

Rate of Change Analysis for Interestingness Measures

Tue, 01 Jan 2019 00:00:00 +0000

Studying the Plasticity in Deep Convolutional Neural Networks using Random Pruning

Tue, 01 Jan 2019 00:00:00 +0000

Successor Options: An Option Discovery Framework for Reinforcement Learning

Tue, 01 Jan 2019 00:00:00 +0000

Temporal Analysis of a Bus Transit Network

Tue, 01 Jan 2019 00:00:00 +0000

A Neural Attention Based Approach for Clickstream Mining

Mon, 01 Jan 2018 00:00:00 +0000

A Novel Topic Modelling Based Weighting Framework for Class Imbalance Learning

Mon, 01 Jan 2018 00:00:00 +0000

A Partial Parameter HMM Based Clustering on Loan Repayment Data: Insights into Financial Behavior and Intent to Repay

Mon, 01 Jan 2018 00:00:00 +0000

Efficient-UCBV: An Almost Optimal Algorithm using Variance Estimates

Mon, 01 Jan 2018 00:00:00 +0000

Improved Insights on Financial Health through Partially Constrained Hidden Markov Model Clustering on Loan Repayment Data

Mon, 01 Jan 2018 00:00:00 +0000

Learning to Multi-Task by Active Sampling

Mon, 01 Jan 2018 00:00:00 +0000

Learning to prevent Monocular SLAM failure using Reinforcement Learning

Mon, 01 Jan 2018 00:00:00 +0000

Network-based features enable prediction of essential genes across diverse organisms

Mon, 01 Jan 2018 00:00:00 +0000

Overtaking Maneuvers in Simulated Highway Driving using Deep Reinforcement Learning

Mon, 01 Jan 2018 00:00:00 +0000

RAIL: Risk-averse Imitation Learning

Mon, 01 Jan 2018 00:00:00 +0000

Recovering from Random Pruning: On the Plasticity of Deep Convolutional Neural Networks

Mon, 01 Jan 2018 00:00:00 +0000

Tracking and Stabilization of Mechanical Systems using Reinforcement Learning

Mon, 01 Jan 2018 00:00:00 +0000

Training a Deep Learning Architecture for Vehicle Detection Using Limited Heterogeneous Traffic Data

Mon, 01 Jan 2018 00:00:00 +0000

Using Linear Stochastic Bandits to Extend Traditional Offline Designed Experiments to Online Settings

Mon, 01 Jan 2018 00:00:00 +0000

A Neural Attention Based Approach for Clickstream Mining

Sun, 01 Jan 2017 00:00:00 +0000

Attend, Adapt, and Transfer: Attentive Deep Architecture for Adaptive Transfer from Multiple Sources in the Same Domain

Sun, 01 Jan 2017 00:00:00 +0000

Class Imbalance Learning

Sun, 01 Jan 2017 00:00:00 +0000

Data driven strategies for Active Monocular SLAM using Inverse Reinforcement Learning

Sun, 01 Jan 2017 00:00:00 +0000

DCEIL: Distributed Community Detection with the CEIL Score

Sun, 01 Jan 2017 00:00:00 +0000

Diversity driven attention model for query-based abstractive summarization

Sun, 01 Jan 2017 00:00:00 +0000

Dynamic Action Repetition For Deep Reinforcement Learning

Sun, 01 Jan 2017 00:00:00 +0000

EPOpt: Learning Robust Neural Network Policies using Model Ensembles

Sun, 01 Jan 2017 00:00:00 +0000

Learning to Repeat: Fine Grained Action Repetition for Deep Reinforcement Learning

Sun, 01 Jan 2017 00:00:00 +0000

Recovering Free Space from a Single Two-Point Perspective Image for Mobile Robot Navigation for Indoor Applications

Sun, 01 Jan 2017 00:00:00 +0000

Role Discovery in Graphs using Global Features: Algorithms, Applications and a Novel Evaluation Strategy

Sun, 01 Jan 2017 00:00:00 +0000

Special Issue on Data Science

Sun, 01 Jan 2017 00:00:00 +0000

Thresholding Bandits with Augmented UCB

Sun, 01 Jan 2017 00:00:00 +0000

A New Multi-Bug Path Planning Algorithm for Robot Navigation in Known Environments

Fri, 01 Jan 2016 00:00:00 +0000

Bridge Correlational Neural Networks for Multilingual Multimodal Representation Learning

Fri, 01 Jan 2016 00:00:00 +0000

Correlational Neural Networks

Fri, 01 Jan 2016 00:00:00 +0000

Proceedings of the Twenty First International Conference on Management of Data

Fri, 01 Jan 2016 00:00:00 +0000

RRT-HX: RRT with Heuristic Extend Operations for Motion Planning in Non-Holonomic Systems

Fri, 01 Jan 2016 00:00:00 +0000

Trust and distrust across coalitions: shapley value based centrality measures for signed networks

Fri, 01 Jan 2016 00:00:00 +0000

A Network Model of Basal Ganglia for Understanding the Roles of Dopamine and Serotonin in Reward-Punishment-Risk based Decision Making

Thu, 01 Jan 2015 00:00:00 +0000

A Reinforcement Learning Approach to Online Learning of Decision Trees

Thu, 01 Jan 2015 00:00:00 +0000

Active Learning based Weak Supervision for Textual Survey Response Classification

Thu, 01 Jan 2015 00:00:00 +0000

CEIL: A Scalable, Resolution Limit Free Approach for Detecting Communities in Large Networks

Thu, 01 Jan 2015 00:00:00 +0000

COMMIT : A Scalable Approach to Mining Communication Motifs from Dynamic Networks

Thu, 01 Jan 2015 00:00:00 +0000

Extended Discriminative Random Walk: A Hypergraph Approach to Multi-View Multi-Relational Transductive Learning

Thu, 01 Jan 2015 00:00:00 +0000

From Multiple Views to Single View : A Neural Network Approach

Thu, 01 Jan 2015 00:00:00 +0000

Hierarchical activity recognition for dementia care using Markov Logic Network

Thu, 01 Jan 2015 00:00:00 +0000

Identifying the Basal Ganglia Network Model Markers for Medication-induced Impulsivity in Parkinson's Disease patients

Thu, 01 Jan 2015 00:00:00 +0000

Measuring Network Centrality Using Hypergraphs

Thu, 01 Jan 2015 00:00:00 +0000

Near Optimal Strategies for Targeted Marketing on Social Networks

Thu, 01 Jan 2015 00:00:00 +0000

Nonparametric Poisson Factorization Machine

Thu, 01 Jan 2015 00:00:00 +0000

Parallelization of Game Theoretic Centrality Algorithms

Thu, 01 Jan 2015 00:00:00 +0000

Scalable Bayesian Matrix Factorization

Thu, 01 Jan 2015 00:00:00 +0000

Activity Recognition for Natural Human Robot Interaction

Wed, 01 Jan 2014 00:00:00 +0000

An Autoencoder Approach to Learning Bilingual Word Representations

Wed, 01 Jan 2014 00:00:00 +0000

An Extended Reinforcement Learning Model of Basal Ganglia to Understand the Contributions of Serotonin and Dopamine in Risk-based Decision Making, Reward Prediction, and Punishment Learning

Wed, 01 Jan 2014 00:00:00 +0000

How popular are your tweets?

Wed, 01 Jan 2014 00:00:00 +0000

iBayes: A Thompson Sampling Approach to Reinforcement Learning with Instructions

Wed, 01 Jan 2014 00:00:00 +0000

Multi-label Collective Classification in Multi-attribute Multi-relational Network Data

Wed, 01 Jan 2014 00:00:00 +0000

Proceedings of the 1st IKDD Conference on Data Sciences

Wed, 01 Jan 2014 00:00:00 +0000

RRTPI: Policy Iteration on Continuous Domains using Rapidly-exploring Random Trees

Wed, 01 Jan 2014 00:00:00 +0000

Scalable Positional Analysis for Studying Evolution of Nodes in Networks

Wed, 01 Jan 2014 00:00:00 +0000

Targeted Influence Maximization through a Social Network

Wed, 01 Jan 2014 00:00:00 +0000

Temporal Analysis of Telecom Graphs

Wed, 01 Jan 2014 00:00:00 +0000

Automated Faceted Reporting for Web Analytics

Tue, 01 Jan 2013 00:00:00 +0000

Detection of Real-Time Intentions from Micro-blogs

Tue, 01 Jan 2013 00:00:00 +0000

Determining Review Coverage by Extracting Topic Sentences Using a Graph-based Clustering Approach

Tue, 01 Jan 2013 00:00:00 +0000

Efficient Computation of the Shapley Value for Game-Theoretic Network Centrality

Tue, 01 Jan 2013 00:00:00 +0000

iCaseViz : Learning Case Similarities through Interaction with a Case Base Visualizer

Tue, 01 Jan 2013 00:00:00 +0000

Incremental Constrained Clustering : A Decision Theoretic Approach

Tue, 01 Jan 2013 00:00:00 +0000

Multilingual Deep Learning

Tue, 01 Jan 2013 00:00:00 +0000

Relativized hierarchical decomposition of Markov decision processes

Tue, 01 Jan 2013 00:00:00 +0000

Spectral Clustering as Mapping to a Simplex

Tue, 01 Jan 2013 00:00:00 +0000

Studying Indian Railways Network using Hypergraphs

Tue, 01 Jan 2013 00:00:00 +0000

Will your Facebook Post be Engaging?

Tue, 01 Jan 2013 00:00:00 +0000

Abstraction in Reinforcement Learning in Terms of Metastability