5 citations · 6 across the 12 of their papers we have counts for
7 papers · 1 filter
SparseCraft: Agentic Hardware-Software Co-Optimization for Sparse Computing
Rajatabha Chakraborty, M P Samartha, Vedant Pahariya +1
Sparse-accelerator design spaces are usually searched against analytical models, so a design point is admitted on what a model predicts rather than on what the hardware does. Spars…
ProbSplat: Efficient Probabilistic Hardware for Gaussian Splatting in 3D Scene Reconstruction
Siddarth Gottumukkula, M P Samartha, Vedant Pahariya +3
This paper presents ProbSplat, a Compute-in-Memory (CIM)-inspired architecture based on programmable and energy efficient floating-gate inverter columns for probabilistic computing…
Phase Matters: Characterizing Heterogeneous Vision-Language Inference on a Mobile SoC
Aryama V Murthy, Yashas N Kotre, Prathmesh Sharma +3
Recent phone-class mobile SoCs expose practical NPU execution paths for on-device vision-language model (VLM) inference, but developers still lack phase-level guidance for mapping…
TernaryLM: Memory-Efficient Language Modeling via Native 1.5-Bit Quantization with Adaptive Layer-wise Scaling
Nisharg Nargund, Priyesh Shukla
Large language models (LLMs) achieve remarkable performance but demand substantial computational resources, limiting deployment on edge devices and resource-constrained environment…
Semantic-Guided 3D Gaussian Splatting for Transient Object Removal
Aditi Prabakaran, Priyesh Shukla
Transient objects in casual multi-view captures cause ghosting artifacts in 3D Gaussian Splatting (3DGS) reconstruction. Existing solutions relied on scene decomposition at signifi…
Dual-Signal Adaptive KV-Cache Optimization for Long-Form Video Understanding in Vision-Language Models
Vishnu Sai, Dheeraj Sai, Srinath B +2
Vision-Language Models (VLMs) face a critical memory bottleneck when processing long-form video content due to the linear growth of the Key-Value (KV) cache with sequence length. E…
Bidirectional Quantum Processor Interfacing by a 4-Kelvin Analog Signal Chain for Superconducting Qubit Control and Quantum State Readout
Deepak R, Lokendra Kanawat, Jayadeep K +1
This paper presents a comprehensive cryogenic analog signal processing architecture designed for superconducting qubit control and quantum state readout operating at 4 Kelvin. The…