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Giridhar Ganapavarapu

4 papers hereh-index 5119 citations9 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author3

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.AI2
  • cs.LG2

identity via Semantic Scholar / OpenAlex

activity
20212026
most citedAutoAI-TS: AutoAI for Time Series Forecasting

7 citations · 8 across the 4 of their papers we have counts for

collaborators

4 papers

cs.AI2026

MCP-Cosmos: World Model-Augmented Agents for Complex Task Execution in MCP Environments

Giridhar Ganapavarapu, Dhaval Patel

The Model Context Protocol (MCP) has unified the interface between Large Language Models (LLMs) and external tools, yet a fundamental gap remains in how agents conceptualize the en…

cs.AI2025

SPIRAL: Symbolic LLM Planning via Grounded and Reflective Search

Yifan Zhang, Giridhar Ganapavarapu, Srideepika Jayaraman +3

Large Language Models (LLMs) often falter at complex planning tasks that require exploration and self-correction, as their linear reasoning process struggles to recover from early…

cs.LG2023★ 1 cited

TsSHAP: Robust model agnostic feature-based explainability for time series forecasting

Vikas C. Raykar, Arindam Jati, Sumanta Mukherjee +4

A trustworthy machine learning model should be accurate as well as explainable. Understanding why a model makes a certain decision defines the notion of explainability. While vario…

cs.LG2021★ 7 cited

AutoAI-TS: AutoAI for Time Series Forecasting

Syed Yousaf Shah, Dhaval Patel, Long Vu +10

A large number of time series forecasting models including traditional statistical models, machine learning models and more recently deep learning have been proposed in the literat…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.