# Siddhant Saxena - Brief Porfolio
In order to learn more about any of these projects, kindly connect here:
https://x.com/sidgraph

# Task-aware Latent Graph Rewiring Can Robustly Solve Oversquashing-Oversmoothing Dilemma (NeurIPS'24)


# DPHGNN: A Dual Perspective Hypergraph Neural Networks (KDD'24)


# On the generalization (topological) of Graph Neural Networks (TMLR'23)


# DBARC: Discreate Ball Attention for Rewiring Neighborhood Structures

# TabLoRA: Parameter Efficient Continual Transfer Learning with Low-Rank Adapters


# FAITH: Reducing Hallucination in real-world Dialogues with Knowledge Graph empowered LLM Grounding


## Knowledge Distillation based Self Improvement Pipeline

# MBLIP: Hybrid Semantic Contrastive Pretrianing of Medical Image-Text Pairs

# DreamSpace: User-Preferential Floor Planning with LLM guided query and geometric constraints.


# MRecSys: Multimodal Clip-guided Graph based Recommendation System.

# HRecSys: Hybrid Content-Collaborative Semantic Clusterring for Recommendation

# Agentic Search and Scientific Reasoning for Responses:
## Search
## Generation

# Synchronous RL Agent for securing cyber physical system in federated learning environment


# SO(3) Equivariant Extended Kalman Filters for Fruit Yield Estimation with Yolo-Detection Models


# [TGRL: Temporal Graph Reinforcement Learning Paradigm](https://drive.google.com/file/d/1yrz2N6fj1-aw8jV_MeRSp8gFZPBGvmqD/view?usp=sharing)