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title: Siddhant Saxena - Brief Porfolio

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# 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)

![image](https://hackmd.io/_uploads/Hy_88gQnA.png)

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

![DPHypnn_architechture](https://hackmd.io/_uploads/H1tlEZX2C.jpg)

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

![Geom_R](https://hackmd.io/_uploads/rJvnDZ7nA.png)

# DBARC: Discreate Ball Attention for Rewiring Neighborhood Structures
![TMLR_1.drawio](https://hackmd.io/_uploads/ByCgUZmh0.jpg)

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

![image](https://hackmd.io/_uploads/rka5IeXnC.png)

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

![image](https://hackmd.io/_uploads/rJosLeQnA.png)

## Knowledge Distillation based Self Improvement Pipeline
![KG+LLMs_Distillation_Code.drawio](https://hackmd.io/_uploads/rykshP-rye.png)


# MBLIP: Hybrid Semantic Contrastive Pretrianing of Medical Image-Text Pairs
![MedCLIP](https://hackmd.io/_uploads/rJ13z-Q2R.jpg)

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

![G2PLAN](https://hackmd.io/_uploads/H10XQb7n0.jpg)

# MRecSys: Multimodal Clip-guided Graph based Recommendation System.
![image](https://hackmd.io/_uploads/HJJD5WQhA.png)

# HRecSys: Hybrid Content-Collaborative Semantic Clusterring for Recommendation
![HRECSYS.drawio (1)](https://hackmd.io/_uploads/H1gWVduQJl.jpg)

# Agentic Search and Scientific Reasoning for Responses:
## Search
![image](https://hackmd.io/_uploads/SJlLmSuOmkx.png)
## Generation
![image](https://hackmd.io/_uploads/BJrSS_uQJg.png)



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

![image](https://hackmd.io/_uploads/rJsBjbXnA.png)

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

![image](https://hackmd.io/_uploads/Byar3bmh0.png)
![image](https://hackmd.io/_uploads/r128nWX3R.png)

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

![TGRL_dreaft1](https://hackmd.io/_uploads/H1RJSNOTA.jpg)


