4 papers
Unsupervised Learning based Element Resource Allocation for Reconfigurable Intelligent Surfaces in mmWave Network
Pujitha Mamillapalli, Yoghitha Ramamoorthi, Abhinav Kumar +3
The increasing demand for high data rates and seamless connectivity in wireless systems has sparked significant interest in reconfigurable intelligent surfaces (RIS) and artificial…
Do GFlowNets Transfer? Case Study on the Game of 24/42
Adesh Gupta, Abhinav Kumar, Mansi Gupta +1
Generating diverse solutions is key to human-like reasoning, yet autoregressive language models focus on single accurate responses, limiting creativity. GFlowNets optimize solution…
Learning Mixtures of Unknown Causal Interventions
Abhinav Kumar, Kirankumar Shiragur, Caroline Uhler
The ability to conduct interventions plays a pivotal role in learning causal relationships among variables, thus facilitating applications across diverse scientific disciplines suc…
Beyond Captioning: Task-Specific Prompting for Improved VLM Performance in Mathematical Reasoning
Ayush Singh, Mansi Gupta, Shivank Garg +2
Vision-Language Models (VLMs) have transformed tasks requiring visual and reasoning abilities, such as image retrieval and Visual Question Answering (VQA). Despite their success, V…