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Avirup Saha

5 accepted papers

2024

AutoMixer for Improved Multivariate Time-Series Forecasting on Business and IT Observability Data

AAAI 2024technical

The efficiency of business processes relies on business key performance indicators (Biz-KPIs), that can be negatively impacted by IT failures. Business and IT Observability (BizITObs) data fuses both Biz-KPIs and IT event channels together as multivariate time series data. Forecasting Biz-KPIs in ad…

2024

Sequential API Function Calling Using GraphQL Schema

EMNLP 2024main

Function calling using Large Language Models (LLMs) is an active research area that aims to empower LLMs with the ability to execute APIs to perform real-world tasks. However, sequential function calling using LLMs with interdependence between functions is still under-explored. To this end, we intro…

Cited by 1SourcePDFScholar
2021

Graph-based semi-supervised learning through the lens of safety

UAI 2021poster

Graph-based semi-supervised learning (G-SSL) algorithms have witnessed rapid development and widespread usage across a variety of applications in recent years. However, the theoretical characterisation of the efficacy of such algorithms has remained an under-explored area. We introduce a novel algor…

Cited by 0SourcePDFScholar
2021

tWT–WT: A Dataset to Assert the Role of Target Entities for Detecting Stance of Tweets

NAACL 2021long

The stance detection task aims at detecting the stance of a tweet or a text for a target. These targets can be named entities or free-form sentences (claims). Though the task involves reasoning of the tweet with respect to a target, we find that it is possible to achieve high accuracy on several pub…

2020

Understanding the Success of Graph-based Semi-Supervised Learning using Partially Labelled Stochastic Block Model

IJCAI 2020poster

With the proliferation of learning scenarios with an abundance of instances, but limited amount of high-quality labels, semi-supervised learning algorithms came to prominence. Graph-based semi-supervised learning (G-SSL) algorithms, of which Label Propagation (LP) is a prominent example, are particu…

Cited by 0SourcePDFScholar