Cover Image

CAMP-HiVe: Cyclic Pair Merging based Efficient DNN Pruning with Hessian-Vector Approximation for Resource-Constrained Systems

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Uddin, Mohammad Helal, Ghanta, Sai Krishna, Seymour, Liam, Baidya, Sabur
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

HEART-VIT: Hessian-Guided Efficient Dynamic Attention and Token Pruning in Vision Transformer
by: Uddin, Mohammad Helal, et al.
Published: (2025)

Predicting Human Depression with Hybrid Data Acquisition utilizing Physical Activity Sensing and Social Media Feeds
by: Uddin, Mohammad Helal, et al.
Published: (2025)

Large Language Models on Small Resource-Constrained Systems: Performance Characterization, Analysis and Trade-offs
by: Seymour, Liam, et al.
Published: (2024)

Planning, Scheduling, and Behavior in EV Charging Systems: A Critical Survey and Trilemma Framework
by: Xiao, Peiyan, et al.
Published: (2026)

Cyber Security in Containerization Platforms: A Comparative Study of Security Challenges, Measures and Best Practices
by: Adhikari, Sohome, et al.
Published: (2024)

UAV Control with Vision-based Hand Gesture Recognition over Edge-Computing
by: Abdalla, Sousannah, et al.
Published: (2025)

DRASTIC: A Dynamic Resource Allocation Framework over 6G Network Slicing in Task-aware Closed-Loop Tactile Internet Applications
by: Golmohammadi, Narges, et al.
Published: (2026)

SPACE: 3D Spatial Co-operation and Exploration Framework for Robust Mapping and Coverage with Multi-Robot Systems
by: Ghanta, Sai Krishna, et al.
Published: (2024)

Policies over Poses: Reinforcement Learning based Distributed Pose-Graph Optimization for Multi-Robot SLAM
by: Ghanta, Sai Krishna, et al.
Published: (2025)

MGPRL: Distributed Multi-Gaussian Processes for Wi-Fi-based Multi-Robot Relative Localization in Large Indoor Environments
by: Ghanta, Sai Krishna, et al.
Published: (2025)

A Hierarchical Optimization Framework Using Deep Reinforcement Learning for Task-Driven Bandwidth Allocation in 5G Teleoperation
by: Golmohammadi, Narges, et al.
Published: (2025)

An AD based library for Efficient Hessian and Hessian-Vector Product Computation on GPU
by: Ranjan, Desh, et al.
Published: (2024)

JExplore: Design Space Exploration Tool for Nvidia Jetson Boards
by: Kutukcu, Basar, et al.
Published: (2025)

The role of research in the prevention of mental disorders
by: Helal Uddin Ahmed
Published: (2014)

Combining Relevance and Magnitude for Resource-Aware DNN Pruning
by: Chiasserini, Carla Fabiana, et al.
Published: (2024)

Memory-Efficient Partitioned DNN Inference on Resource-Constrained Android Crowds
by: Manamperi, Lakshani, et al.
Published: (2026)

ACCESS-AV: Adaptive Communication-Computation Codesign for Sustainable Autonomous Vehicle Localization in Smart Factories
by: Bhattacharjya, Rajat, et al.
Published: (2025)

Large Language Models in the IoT Ecosystem -- A Survey on Security Challenges and Applications
by: Khatiwada, Kushal, et al.
Published: (2025)

Empowering Vector Architectures for ML: The CAMP Architecture for Matrix Multiplication
by: Nojehdeh, Mohammadreza Esmali, et al.
Published: (2025)

DiVeQ: Differentiable Vector Quantization Using the Reparameterization Trick
by: Vali, Mohammad Hassan, et al.
Published: (2025)

Sculpting the Vector Space: Towards Efficient Multi-Vector Visual Document Retrieval via Prune-then-Merge Framework
by: Yan, Yibo, et al.
Published: (2026)

DNNShifter: An Efficient DNN Pruning System for Edge Computing
by: Eccles, Bailey J., et al.
Published: (2023)

FAGH: Accelerating Federated Learning with Approximated Global Hessian
by: Sen, Mrinmay, et al.
Published: (2024)

CAMP: Cumulative Agentic Masking and Pruning for Privacy Protection in Multi-Turn LLM Conversations
by: Panjwani, Aman
Published: (2026)

HiPrune: Hierarchical Attention for Efficient Token Pruning in Vision-Language Models
by: Liu, Jizhihui, et al.
Published: (2025)

Architectural Blueprint For Scalable Data Processing With Spring Boot And Integrated Feature Stores
by: Sriram Ghanta
Published: (2020)

Ground State of the Polaron Hydrogenic Atom in a Strong Magnetic Field
by: Ghanta, Rohan
Published: (2018)

HiVeGen -- Hierarchical LLM-based Verilog Generation for Scalable Chip Design
by: Tang, Jinwei, et al.
Published: (2024)

VeRA: Vector-based Random Matrix Adaptation
by: Kopiczko, Dawid J., et al.
Published: (2023)

From Pakistan to the Gulf region: an analysis of links between labour markets, skills and the migrant cycle
by: Sabur Ghayur
Published: (2016)

MAx-DNN: Multi-Level Arithmetic Approximation for Energy-Efficient DNN Hardware Accelerators
by: Leon, Vasileios, et al.
Published: (2025)

HEAPr: Hessian-based Efficient Atomic Expert Pruning in Output Space
by: Li, Ke, et al.
Published: (2025)

Efficient Unstructured Pruning of Mamba State-Space Models for Resource-Constrained Environments
by: Shihab, Ibne Farabi, et al.
Published: (2025)

Vo-Ve: An Explainable Voice-Vector for Speaker Identity Evaluation
by: Lee, Jaejun, et al.
Published: (2025)

Adaptive LoRA Merge with Parameter Pruning for Low-Resource Generation
by: Miyano, Ryota, et al.
Published: (2025)

SwiftPrune: Hessian-Free Weight Pruning for Large Language Models
by: Kang, Yuhan, et al.
Published: (2025)

Engineering Resource-constrained Software Systems with DNN Components: a Concept-based Pruning Approach
by: Formica, Federico, et al.
Published: (2026)

CAMP digital: nota técnica: Paraguay
Published: (2023)

Digital CAMP: technical note: Paraguay
Published: (2023)

MPM: Mutual Pair Merging for Efficient Vision Transformers
by: Ravé, Simon, et al.
Published: (2026)