3 citations · 3 across the 11 of their papers we have counts for
11 papers
Chained Recursive Language Models for Multi-Iteration Reasoning
Purbesh Mitra, Sennur Ulukus
Long context reasoning in large language models (LLMs) is usually constrained by the fact that a single inference trajectory has to simultaneously explore the context, store interm…
Semantic Soft Bootstrapping: Long Context Reasoning in LLMs without Reinforcement Learning
Purbesh Mitra, Sennur Ulukus
Long context reasoning in large language models (LLMs) has demonstrated enhancement of their cognitive capabilities via chain-of-thought (CoT) inference. Training such models is us…
MOTIF: Modular Thinking via Reinforcement Fine-tuning in LLMs
Purbesh Mitra, Sennur Ulukus
Recent advancements in the reasoning capabilities of large language models (LLMs) show that employing group relative policy optimization (GRPO) algorithm for reinforcement learning…
Distributed Mixture-of-Agents for Edge Inference with Large Language Models
Purbesh Mitra, Priyanka Kaswan, Sennur Ulukus
Mixture-of-Agents (MoA) has recently been proposed as a method to enhance performance of large language models (LLMs), enabling multiple individual LLMs to work together for collab…
6G at : The Future of Cislunar Communications
Sahan Liyanaarachchi, Stavros Mitrolaris, Purbesh Mitra +1
What will the future of cislunar communications be? The ever-expanding horizons of the space exploration missions, and the need for establishing sustainable space communication and…
Scale-Robust Timely Asynchronous Decentralized Learning
Purbesh Mitra, Sennur Ulukus
We consider an asynchronous decentralized learning system, which consists of a network of connected devices trying to learn a machine learning model without any centralized paramet…
Age of Information in Gossip Networks: A Friendly Introduction and Literature Survey
Priyanka Kaswan, Purbesh Mitra, Arunabh Srivastava +1
Gossiping is a communication mechanism, used for fast information dissemination in a network, where each node of the network randomly shares its information with the neighboring no…
A Learning Based Scheme for Fair Timeliness in Sparse Gossip Networks
Purbesh Mitra, Sennur Ulukus
We consider a gossip network, consisting of nodes, which tracks the information at a source. The source updates its information with a Poisson arrival process and also sends up…
Age-Aware Gossiping in Network Topologies
Purbesh Mitra, Sennur Ulukus
We consider a fully-connected wireless gossip network which consists of a source and receiver nodes. The source updates itself with a Poisson process and also sends updates to…
Timely Opportunistic Gossiping in Dense Networks
Purbesh Mitra, Sennur Ulukus
We consider gossiping in a fully-connected wireless network consisting of nodes. The network receives Poisson updates from a source, which generates new information. The nodes…
ASUMAN: Age Sense Updating Multiple Access in Networks
Purbesh Mitra, Sennur Ulukus
We consider a fully-connected wireless gossip network which consists of a source and receiver nodes. The source updates itself with a Poisson process and also sends updates to…