5 papers
GitOfThoughts: Version-Controlled Reasoning and Agent Memory You Can Replay, Diff, and Merge
Pavan C Shekar, Abhishek H S, Aswanth Krishnan
Large language model reasoning leaves no trace once it is done. The steps of a chain of thought disappear when the context window closes, a pruned search branch is just gone, and m…
ReTreVal: Reasoning Tree with Validation and Cross-Problem Memory for Large Language Models
Abhishek HS, Pavan C Shekar, Arpit Jain +1
Every existing inference-time reasoning framework discards all failure context at problem boundaries, leaving a model solving problem 500 no wiser than it was on problem 1. We pres…
Adaptive Minds: Empowering Agents with LoRA-as-Tools
Pavan C Shekar, Aswanth Krishnan
We investigate a framework in which LoRA adapters are treated as callable tools that a base language model can dynamically select and invoke. We hypothesize that, when adapters are…
HyperFake: Hyperspectral Reconstruction and Attention-Guided Analysis for Advanced Deepfake Detection
Pavan C Shekar, Pawan Soni, Vivek Kanhangad
Deepfakes pose a significant threat to digital media security, with current detection methods struggling to generalize across different manipulation techniques and datasets. While…
Automated Bleeding Detection and Classification in Wireless Capsule Endoscopy with YOLOv8-X
Pavan C Shekar, Vivek Kanhangad, Shishir Maheshwari +1
Gastrointestinal (GI) bleeding, a critical indicator of digestive system disorders, re quires efficient and accurate detection methods. This paper presents our solution to the Auto…