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@MAGICS-LAB

MAGICS-LAB

Northwestern University MAGICS Labs

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  1. DNABERT_2 DNABERT_2 Public

    [ICLR 2024] DNABERT-2: Efficient Foundation Model and Benchmark for Multi-Species Genome

    Shell 514 103

  2. SparseModernHopfield SparseModernHopfield Public

    [NeurIPS 2023] On Sparse Modern Hopfield Model

    Python 58 11

  3. OutEffHop OutEffHop Public

    [ICML 2024] Outlier-Efficient Hopfield Layers for Large Transformer-Based Models

    Python 23 5

  4. GERM GERM Public

    [ICML 2025] Fast and Low-Cost Genomic Foundation Models via Outlier Removal.

    Python 19 3

  5. STanHop STanHop Public

    [ICLR 2024] STanHop: Sparse Tandem Hopfield Model for Memory-Enhanced Time Series Prediction

    Python 25 3

  6. Chain-of-Actions Chain-of-Actions Public

    [ICLR 2025] Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models

    Python 7 4

Repositories

Showing 10 of 24 repositories
  • SPINE-web Public

    Project page for SPINE: Bridging the Cyber-Physical Gap with Agentic AI (arXiv 2607.13049)

    MAGICS-LAB/SPINE-web's past year of commit activity
    HTML 0 0 0 0 Updated Sep 16, 2026
  • UAP_Attention Public

    [ICML 2026] Universal Approximation with Softmax Attention

    MAGICS-LAB/UAP_Attention's past year of commit activity
    Python 2 1 0 0 Updated May 28, 2026
  • OutEffHop Public

    [ICML 2024] Outlier-Efficient Hopfield Layers for Large Transformer-Based Models

    MAGICS-LAB/OutEffHop's past year of commit activity
    Python 23 MIT 5 1 0 Updated Mar 30, 2026
  • algo_emu Public

    In‑Context Algorithm Emulation in Fixed‑Weight Transformers

    MAGICS-LAB/algo_emu's past year of commit activity
    Python 3 Apache-2.0 1 0 0 Updated Mar 10, 2026
  • BiSHop Public

    [ICML 2024] BiSHop: Bi-Directional Cellular Learning for Tabular Data with Generalized Sparse Modern Hopfield Model

    MAGICS-LAB/BiSHop's past year of commit activity
    Python 12 Apache-2.0 4 0 0 Updated Mar 2, 2026
  • state_space_duality Public

    On Structured State-Space Duality

    MAGICS-LAB/state_space_duality's past year of commit activity
    Python 4 Apache-2.0 1 0 0 Updated Jan 27, 2026
  • DNABERT_S Public

    [ISMB 2025] DNABERT_S: Learning Species-Aware DNA Embedding with Genome Foundation Models

    MAGICS-LAB/DNABERT_S's past year of commit activity
    Python 135 32 4 1 Updated Jan 1, 2026
  • DNABERT_2 Public

    [ICLR 2024] DNABERT-2: Efficient Foundation Model and Benchmark for Multi-Species Genome

    MAGICS-LAB/DNABERT_2's past year of commit activity
    Shell 514 Apache-2.0 103 51 1 Updated Jan 1, 2026
  • flow_kl Public

    On Flow Matching KL Divergence

    MAGICS-LAB/flow_kl's past year of commit activity
    Python 4 MIT 1 0 0 Updated Nov 10, 2025
  • hallucination Public

    Are Hallucinations Bad Estimations?

    MAGICS-LAB/hallucination's past year of commit activity
    Python 3 Apache-2.0 1 0 0 Updated Oct 3, 2025
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