4 papers
VoxelSynth3D: Interpretable Volumetric Image-Domain Metal Artifact Reduction with a Paired Synthetic CLINIC Benchmark
Amritesh Banerjee, Abdul Basit, Renil Renji Joseph +2
Metal artifacts in postoperative musculoskeletal CT obscure bone-implant and adjacent soft-tissue interfaces. Many metal artifact reduction (MAR) methods require unavailable raw pr…
Invocation-Level Reliability of Tool-Using Agents
Afiya Noorain, Subhranshu Mohanty, Amritesh Banerjee +1
Tool-using agents fail two ways: choosing the wrong tool, or forming wrong arguments, and an early failure of either kind can silently corrupt everything downstream. We measure a c…
Measuring Cross-Task Behavioral Consistency in Language Model Agents
Amritesh Banerjee, Pranil Raichura
Agent evaluation relies almost entirely on outcome metrics such as success rate, which capture whether an agent succeeds but not how consistently it behaves. We argue that behavior…
Spectral Dynamics of Semantic Drift in Clinical Multi-Agent Language Model Networks
Amritesh Banerjee
The integration of iterative LLMs within multi-agent diagnostic frameworks requires a rigorous quantitative reevaluation of underlying communication topologies. Frequently used arc…