Search Results for author: Arundhati Banerjee

Found 6 papers, 1 papers with code

DeepTagRec: A Content-cum-User based Tag Recommendation Framework for Stack Overflow

1 code implementation10 Mar 2019 Suman Kalyan Maity, Abhishek Panigrahi, Sayan Ghosh, Arundhati Banerjee, Pawan Goyal, Animesh Mukherjee

In this paper, we develop a content-cum-user based deep learning framework DeepTagRec to recommend appropriate question tags on Stack Overflow.

TAG

Asynchronous Multi Agent Active Search

no code implementations25 Jun 2020 Ramina Ghods, Arundhati Banerjee, Jeff Schneider

Active search refers to the problem of efficiently locating targets in an unknown environment by actively making data-collection decisions, and has many applications including detecting gas leaks, radiation sources or human survivors of disasters using aerial and/or ground robots (agents).

Bayesian Optimization Compressive Sensing +1

Multi-Agent Active Search using Detection and Location Uncertainty

no code implementations9 Mar 2022 Arundhati Banerjee, Ramina Ghods, Jeff Schneider

We then build a decision making algorithm on this inference method that uses Thompson sampling to enable decentralized multi-agent active search.

Decision Making Disaster Response +1

Cost Aware Asynchronous Multi-Agent Active Search

no code implementations5 Oct 2022 Arundhati Banerjee, Ramina Ghods, Jeff Schneider

Multi-agent active search requires autonomous agents to choose sensing actions that efficiently locate targets.

Decision Making Thompson Sampling

MERMAIDE: Learning to Align Learners using Model-Based Meta-Learning

no code implementations10 Apr 2023 Arundhati Banerjee, Soham Phade, Stefano Ermon, Stephan Zheng

We then show that our model-based meta-learning approach is cost-effective in intervening on bandit agents with unseen explore-exploit strategies.

Meta-Learning

Decentralized Multi-Agent Active Search and Tracking when Targets Outnumber Agents

no code implementations6 Jan 2024 Arundhati Banerjee, Jeff Schneider

Multi-agent multi-target tracking has a wide range of applications, including wildlife patrolling, security surveillance or environment monitoring.

Decision Making Thompson Sampling

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