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fscdc/README.md

Hi, I'm Sicheng Feng (冯思程), currently a Ph.D. student at the xML Lab @National University of Singapore, under the supervision of Prof. Xinchao Wang (Presidential Young Professor). Previously, I earned my Bachelor's degree in computer science from Nankai University in 2025 and spent my internship time with Prof. Huan Wang at the ENCODE Lab @Westlake University.

I am broadly interested in reasoning with LLMs/MLLMs (efficiency, visual reasoning, test-time scaling) and efficient deep learning (model compression). My previous works focus on fine-grained visual reasoning (benchmark & RL), efficient reasoning, and model compression (pruning).

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  1. ReasonMap ReasonMap Public

    [CVPR 2026] ReasonMap: Towards Fine-Grained Visual Reasoning from Transit Maps

    Python 77 3

  2. RewardMap RewardMap Public

    [ICLR 2026] RewardMap: Tackling Sparse Rewards in Fine-grained Visual Reasoning via Multi-Stage Reinforcement Learning

    Python 42 2

  3. Awesome-Efficient-Reasoning-Models Awesome-Efficient-Reasoning-Models Public

    [TMLR 2025] Efficient Reasoning Models: A Survey

    Python 301 22

  4. dVoting dVoting Public

    [arXiv 2026] dVoting: Fast Voting for dLLMs

    Python 31 4

  5. Oracle-Pruning-Sanity-Check Oracle-Pruning-Sanity-Check Public

    [arXiv 2024] Is Oracle Pruning the True Oracle?

    Python 26

  6. BioX-NKU/scBackdoor BioX-NKU/scBackdoor Public

    Backdoor attacks in single-cell pretrained models

    Python 34 1