3 papers
cs.AI2026
Exploratory and Assimilating Reflection: Reflective Recall Cycle for Long-term Memory
Ganesh Senrayan, Moyuru Yamada, Ishan Jindal +1
LLM-based autonomous agents require external memory to overcome their statelessness and limited context window for long-term interaction and dynamic knowledge reasoning. However, e…
cs.AI2026
The Path of Least Resistance: Guiding LLM Reasoning Trajectories with Prefix Consensus
Ishan Jindal, Sai Prashanth Akuthota, Jayant Taneja +1
Large language models achieve strong reasoning performance, but inference strategies such as Self-Consistency (SC) are computationally expensive, as they fully expand all reasoning…
cs.CV2025
Real-Time Cooked Food Image Synthesis and Visual Cooking Progress Monitoring on Edge Devices
Jigyasa Gupta, Soumya Goyal, Anil Kumar +1
Synthesizing realistic cooked food images from raw inputs on edge devices is a challenging generative task, requiring models to capture complex changes in texture, color and struct…