Yash Sinha
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View article: Generative Evolutionary Meta-Solver (GEMS): Scalable Surrogate-Free Multi-Agent Learning
Generative Evolutionary Meta-Solver (GEMS): Scalable Surrogate-Free Multi-Agent Learning Open
Scalable multi-agent reinforcement learning (MARL) remains a central challenge for AI. Existing population-based methods, like Policy-Space Response Oracles, PSRO, require storing explicit policy populations and constructing full payoff ma…
View article: In Vitro Response of Dental Pulp Stem Cells to Calcium Silicate-Based Cements: A Systematic Review and Meta-Analysis of Preclinical Evidence
In Vitro Response of Dental Pulp Stem Cells to Calcium Silicate-Based Cements: A Systematic Review and Meta-Analysis of Preclinical Evidence Open
Regenerative endodontics utilizes stem cell biology and bioactive materials to restore pulp vitality. Human dental pulp stem cells (hDPSCs), with their self-renewal and odontogenic differentiation potential, are central to regenerative end…
View article: Therapeutic Efficacy of Platelet-Rich Fibrin in Delayed Replantation of an Avulsed Tooth: A Clinical Case Report on Management and Outcome Assessment
Therapeutic Efficacy of Platelet-Rich Fibrin in Delayed Replantation of an Avulsed Tooth: A Clinical Case Report on Management and Outcome Assessment Open
View article: OrgAccess: A Benchmark for Role Based Access Control in Organization Scale LLMs
OrgAccess: A Benchmark for Role Based Access Control in Organization Scale LLMs Open
Role-based access control (RBAC) and hierarchical structures are foundational to how information flows and decisions are made within virtually all organizations. As the potential of Large Language Models (LLMs) to serve as unified knowledg…
View article: Multi-Modal Recommendation Unlearning for Legal, Licensing, and Modality Constraints
Multi-Modal Recommendation Unlearning for Legal, Licensing, and Modality Constraints Open
User data spread across multiple modalities has popularized multi-modal recommender systems (MMRS). They recommend diverse content such as products, social media posts, TikTok reels, etc., based on a user-item interaction graph. With risin…
View article: Antibacterial efficacy of nitrofurantoin impregnated with silver nanoparticles as an intracanal medicament
Antibacterial efficacy of nitrofurantoin impregnated with silver nanoparticles as an intracanal medicament Open
Aim: This study aimed to evaluate and compare the antibacterial efficacy of nitrofurantoin (Nit) and calcium hydroxide (CH) coated with silver nanoparticle (AgNP) against Enterococcus faecalis -infected root canals using flow cytometry. Ma…
View article: Beyond L2: Divergence-Driven Concept Unlearning in Diffusion Models
Beyond L2: Divergence-Driven Concept Unlearning in Diffusion Models Open
View article: UnStar: Unlearning with Self-Taught Anti-Sample Reasoning for LLMs
UnStar: Unlearning with Self-Taught Anti-Sample Reasoning for LLMs Open
The key components of machine learning are data samples for training, model for learning patterns, and loss function for optimizing accuracy. Analogously, unlearning can potentially be achieved through anti-data samples (or anti-samples), …
View article: Revitalizing the Smile: A Case Report on the Modified Apexification Procedure for Discolored Non-Vital Immature Teeth With Periapical Lesions
Revitalizing the Smile: A Case Report on the Modified Apexification Procedure for Discolored Non-Vital Immature Teeth With Periapical Lesions Open
View article: Comparative Assessment of the Antimicrobial Efficacy of Photoactivated Disinfection Employing Distinct Photosensitizers: A Morphological Analysis Using Scanning Electron Microscopy and Confocal Laser Scanning Microscopy
Comparative Assessment of the Antimicrobial Efficacy of Photoactivated Disinfection Employing Distinct Photosensitizers: A Morphological Analysis Using Scanning Electron Microscopy and Confocal Laser Scanning Microscopy Open
View article: A Comparative Analysis of the Antimicrobial Efficacy of Nisin in Different Vehicles Against Enterococcus faecalis: An In Vitro Study
A Comparative Analysis of the Antimicrobial Efficacy of Nisin in Different Vehicles Against Enterococcus faecalis: An In Vitro Study Open
Aim To evaluate and compare the antimicrobial efficacy of nisin in different carriers against Enterococcus faecalis. Materials and methods Test materials were divided into four groups of five samples each as follows: group 1 = nisin…
View article: Platelet-Rich Fibrin: A Self-Derived Biomaterial for Surgical Treatment of a Periapical Lesion
Platelet-Rich Fibrin: A Self-Derived Biomaterial for Surgical Treatment of a Periapical Lesion Open
This case report explores the application of platelet-rich fibrin (PRF) as an autologous biomaterial in the surgical management of a periapical cyst in an 18-year-old female patient. The patient presented with pain, discoloration, and swel…
View article: Multi-Modal Recommendation Unlearning for Legal, Licensing, and Modality Constraints
Multi-Modal Recommendation Unlearning for Legal, Licensing, and Modality Constraints Open
User data spread across multiple modalities has popularized multi-modal recommender systems (MMRS). They recommend diverse content such as products, social media posts, TikTok reels, etc., based on a user-item interaction graph. With risin…
View article: Advanced Management of Open Apex Utilizing Platelet-Rich Fibrin and Bone Graft As Apical Barriers With Mineral Trioxide Aggregate (MTA) Obturation: A Detailed Case Report
Advanced Management of Open Apex Utilizing Platelet-Rich Fibrin and Bone Graft As Apical Barriers With Mineral Trioxide Aggregate (MTA) Obturation: A Detailed Case Report Open
Management of open apex cases in endodontics poses a significant challenge, especially in immature teeth with necrotic pulps. Traditional apexification techniques have been the mainstay of treatment, aiming to induce the formation of a cal…
View article: Comparative evaluation of the antibacterial efficacy of two experimental calcium silicate-based intracanal medicaments: An in-vitro study
Comparative evaluation of the antibacterial efficacy of two experimental calcium silicate-based intracanal medicaments: An in-vitro study Open
Introduction: Success of endodontic treatment relies on minimizing microbial load by chemo-mechanical preparation and intra-canal medication(ICM). Calcium hydroxide based ICMs have known disadvantages. Calcium silicate-based cements(CSC) e…
View article: Restaurant Recommendation System Using Machine Learning Algorithms
Restaurant Recommendation System Using Machine Learning Algorithms Open
View article: Distill to Delete: Unlearning in Graph Networks with Knowledge Distillation
Distill to Delete: Unlearning in Graph Networks with Knowledge Distillation Open
Graph unlearning has emerged as a pivotal method to delete information from a pre-trained graph neural network (GNN). One may delete nodes, a class of nodes, edges, or a class of edges. An unlearning method enables the GNN model to comply …
View article: Comparative evaluation of antibacterial efficacy of nonsteroidal anti-inflammatory medications and proton-pump inhibitor against Enterococcus faecalis: An in vitro study
Comparative evaluation of antibacterial efficacy of nonsteroidal anti-inflammatory medications and proton-pump inhibitor against Enterococcus faecalis: An in vitro study Open
The antimicrobial effectiveness of TAP + PPI was found to be superior to all other medicaments (DS + PPI, TAP, DS, and PPI).
View article: Limitation at the stage of Section 37: A Faustian Bargain
Limitation at the stage of Section 37: A Faustian Bargain Open
View article: Fast constraint satisfaction problem and learning-based algorithm for solving Minesweeper
Fast constraint satisfaction problem and learning-based algorithm for solving Minesweeper Open
Minesweeper is a popular spatial-based decision-making game that works with incomplete information. As an exemplary NP-complete problem, it is a major area of research employing various artificial intelligence paradigms. The present work m…
View article: IRAC in India: The Antithesis of Precisionist Formulae
IRAC in India: The Antithesis of Precisionist Formulae Open
There exist more than three hundred recognised types of formal/informal logical fallacies. The academic device of IRAC, when applied to the Indian legal system or otherwise, is squarely covered by 5 more severe of them. Created as a tool t…
View article: GST Compensation to States: An Ineluctable Obligation on the Union
GST Compensation to States: An Ineluctable Obligation on the Union Open
View article: Constitutional Dysfunctionalism
Constitutional Dysfunctionalism Open
View article: Comparative Assessment of Multi brand and Generic Methylprednisolone tablets marketed in India
Comparative Assessment of Multi brand and Generic Methylprednisolone tablets marketed in India Open
View article: Optimized Printer waiting time for Domestic and Educational Purposes
Optimized Printer waiting time for Domestic and Educational Purposes Open
View article: Contextual Care Protocol using Neural Networks and Decision Trees
Contextual Care Protocol using Neural Networks and Decision Trees Open
A contextual care protocol is used by a medical practitioner for patient\nhealthcare, given the context or situation that the specified patient is in.\nThis paper proposes a method to build an automated self-adapting protocol which\ncan he…