4 papers
Novel Memory Forgetting Techniques for Autonomous AI Agents: Balancing Relevance and Efficiency
Payal Fofadiya, Sunil Tiwari
Long-horizon conversational agents require persistent memory for coherent reasoning, yet uncontrolled accumulation causes temporal decay and false memory propagation. Benchmarks su…
Multi-Layered Memory Architectures for LLM Agents: An Experimental Evaluation of Long-Term Context Retention
Sunil Tiwari, Payal Fofadiya
Long-horizon dialogue systems suffer from semanticdrift and unstable memory retention across extended sessions. This paper presents a Multi-Layer Memory Framework that decomposes d…
Developing Adaptive Context Compression Techniques for Large Language Models (LLMs) in Long-Running Interactions
Payal Fofadiya, Sunil Tiwari
Large Language Models (LLMs) often experience performance degradation during long-running interactions due to increasing context length, memory saturation, and computational overhe…
3D Architect: An Automated Approach to Three-Dimensional Modeling
Sunil Tiwari, Payal Fofadiya, Vicky Vishwakarma
The aim of our paper is to render an object in 3-dimension using a set of its orthographic views. Corner detector (Harris Detector) is applied on the input views to obtain control…