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isha822/README.md

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Sanjana Soni

Computer Science student building a foundation in machine learning through research, open source, and practical engineering. My interests span graph neural networks, LLMs, and mechanistic interpretability, with a long-term goal of developing production-grade AI systems grounded in strong fundamentals.


research mechanistic interpretability  ·  ML security  ·  PEFT  ·  agentic systems
building AI infrastructure  ·  research prototypes  ·  asynchronous backends
stack Python  ·  PyTorch  ·  Agentic Frameworks  ·  Vector DBs  ·  Backend Infrastructure ·  Linux
open source deep learning frameworks  ·  scientific computing ecosystems
writing under-the-hood-ai.hashnode.dev
contact sanjana.s0528@gmail.com

# currentlyauditing transformer internals via sparse autoencodersadversarial robustness in complex-valued GNNs  [ preprint in prep ]
→ exploring the Hugging Face ecosystem

Pinned Loading

  1. GSoC-2026-ML4SCI-Jet-Classification GSoC-2026-ML4SCI-Jet-Classification Public

    Jupyter Notebook

  2. complex-GAT-fgsm-deepmimo complex-GAT-fgsm-deepmimo Public

    Adversarial vulnerability analysis of complex-valued GAT beamformers for MU-MISO networks [Lu et al., IEEE 2025]

    Jupyter Notebook

  3. sae-structural-steering sae-structural-steering Public

    A mechanistic interpretability pipeline using SAELens to audit structural hierarchy in GPT-2 and evaluate induced model failure modes via targeted feature steering.

    Jupyter Notebook

  4. echo-lora-test echo-lora-test Public

    Research prototype implementation of Echo-LoRA from arXiv:2605.08177

    Python

  5. Sappy2048/medsight Sappy2048/medsight Public

    Python

  6. neurohack_test neurohack_test Public

    Python