Update: 2025-01-07 17:00

ICT-LAB :: Направления исследований

Специальности 1.2.2 и 2.3.1

1. Information theory utilization in LLM size reduction with constant precision
   Training data adjustment (“cleaning”) for parametric redundancy deflation by information theory methods. This approach has to provide 2 methodological benefits:
   • Help to evaluate input data for training to improve quality of training sets automatically (without manual tuning);
   • Help to setup optimization problem of LLM pruning and deflation (also automatically to exclude handmade job).
   Final benefit: minimal* LLM size with requested precision.
2. Speculative RAG
3. Fusion techniques in multi-modal AI development: MoE, collaborative LLMs, parallel scheduling, etc.
4. Inference computing in memory based on memristor technology
5. High Precision Channel Modeling and Wireless Propagation Environment Reconstruction Technique

Специальности 2.2.13 и 2.2.15

1. Source-Channel Coding and Decoding
   (cross-layer design and optimization theory, joint prediction and matching of source and channel, and hierarchical multi-QoS coding and transmission)
2. Deterministic latency coding (limited code length theory and ML-like decoding)
3. Index Modulation Theory and Technology
   (Multidimensional Independent & Joint Modulation of Time-frequency Space Code)
4. Waveform in high speed movement (OTFS)
5. Data + model-driven AI communication theory
   (End-to-end design, non-linear, non-Gaussian, multi-objective optimization)
6. AI-based proactive environment sensing theory
   (channel sensing, signal feature extraction, and service prediction)
7. A channel-space/frequency/polarization extrapolation technology based on the correlation of radio channel characteristics between multi-band, cross-space, and multi-polarization.
8. Research on the Theory of Multi-antenna Coded Modulation
9. Channel Prediction of Low Frequency Assisted High Frequency
10. Distributed Network Capacity Optimization Theory
11. SRS channel estimation measurement for extremely low SINR
12. Intelligent Reflector Technology (IRS)

6G Research directions