Interpretable AI (IAI) for applications in social management, natural languge processing, finance and decision support systems.

Anton Kolonin, Ph.D.
https://lifeboat.com/ex/bios.anton.kolonin

Blocks and Topics (16 lectures)

• General AI, interpretable AI collective AI - state of the art (1)
  • https://aigents.com/papers/2020/AI-state-2020-en.pdf
  • https://aigents.com/papers/2020/Global-Brain-and-AGI-2020.pdf
  • https://aigents.com/papers/2021/Collective-General-Intelligence-2021.pdf
  • Videos
    • https://www.youtube.com/watch?v=ZusjVvxEinw
    • https://www.youtube.com/watch?v=flZj4bmGSzg
• Consciousness and its aspects (1)
  • https://aigents.com/papers/2023/consciousness_kolonin_2023.pdf
  • Videos
    • https://www.youtube.com/watch?v=hFXWFkeNXOs
• Graph-based knowledge representations and semantics (3)
  • https://blog.singularitynet.io/graphs-part-1-how-singularitynet-will-leverage-opencog-aigents-b21e581cf9f8 (cached)
  • https://aigents.com/graphs.html?file=%2Ftest%2Fgraphs%2Fontology.txt&layout_directions=3&layout_balance=50
  • https://aigents.com/papers/2018/hyper-multi-graphs-2018.pdf
  • https://schema.org/docs/schemas.html
  • https://schema.org/docs/gs.html#microdata_embedded
  • https://www.wikidata.org/wiki/Q937
  • https://dbpedia.org/page/Albert_Einstein
  • Videos
    • https://www.youtube.com/watch?v=yzaSVVLWATE
    • https://www.youtube.com/watch?v=KTIAcU8Pcl8
    • https://www.youtube.com/watch?v=g-GIilvPSL4
• Cognitive model based on social evidence restricted by resources (3)
  • https://aigents.com/papers/2023/cognitive_model_kolonin_2023.pdf
  • Videos
    • https://www.youtube.com/watch?v=7357cBCpalg
• Social management applications and reputation systems (2)
  • https://aigents.com/papers/2019/Social-Computing-with-Online-Communities-2019.pdf
  • https://aigents.com/papers/2022/bigsocialdata_kolonin_2022.pdf
  • https://aigents.com/papers/2023/proof-of-reputation-2023.pdf
  • https://aigents.com/papers/2023/simulating-societies-2023.pdf
  • Videos
    • https://www.youtube.com/watch?v=XOhK20uSM-8
    • https://www.youtube.com/watch?v=hf6qH2VeJc0
• Artificial intelligence for quantitative finance (1)
  • https://singularity-dao.github.io/agi-fintech/
  • https://aigents.github.io/inlp/2022/slides/
  • https://aigents.com/papers/2022/ai4cryptofinance2022.pdf
  • https://aigents.com/papers/2023/adaptive-active-market-making-2023.pdf
  • Videos
    • https://www.youtube.com/watch?v=3x8hu6Te0WI
    • https://www.youtube.com/watch?v=WY9JjFREcyE
    • https://www.youtube.com/watch?v=N_DqXjcIP0I
• Clustering and segmentation for applications (1)
  • https://github.com/aigents/pygents/blob/main/docs/2022/clustering-segmentation-2022.pdf
  • https://github.com/aigents/pygents/blob/main/docs/2022/clustering-segmentation-2022-ru.pdf
  • Videos
    • https://www.youtube.com/watch?v=09wz8GQUvXs
• Interpretable natural lanuaguage processing (3)
  • https://github.com/aigents/pygents/blob/main/docs/2023/inlp-2023.pdf
  • Videos
    • https://www.youtube.com/watch?v=IwTixghbnks
    • https://www.youtube.com/watch?v=WSFU6cwBGQk
• Decision support systems based on interpretable AI (1)
  • https://aigents.com/papers/2022/BPP-BICA-2022.pdf
  • Videos
    • https://www.youtube.com/watch?v=xwjoOyd9D2w
• Data structures and methods for interpretable artificial general intelligence (2)
  • https://aigents.com/papers/2021/data4agi.pdf
  • https://aigents.com/papers/2020/Data-Structures-2020-en.pdf
  • Videos
    • https://www.youtube.com/watch?v=-Rk30P2vajo
    • https://www.youtube.com/watch?v=VK6XsDxdqdc
• Process mining and predictive process-based modeling (1)
  • https://aigents.com/papers/2022/activity-ontology-2022.pdf
  • https://aigents.com/papers/2022/causal-analytics-agi-2022.pdf
• Neuro-symbolic architectures and experiential learning (1)
  • https://aigents.com/papers/2020/Towards-Interpretable-AGI-2020-en.pdf
  • https://aigents.com/papers/2022/towards-interpretable-neurosymbolic-agi-2022.pdf
  • Videos
    • https://www.youtube.com/watch?v=OmKDdEUX0TY
    • https://www.youtube.com/watch?v=AV_QQ7fqalw
• Summary, bottom lines, question answering (1)

Course work and diploma thesis topics

• Adaptive weak-supervised NLP for content moderation
• VLSI design with LLMs for code and test generation and code verification
• Neuro-symbolic RL for adaptive robotics
• Decision support systems for technological process automation (Qian_Yi_Huang)
• Social computing applications in social media and multi-agent systems
  • Investigating the ability of a group of LLM agents to logically correct a set of related statements (Litvinenko Dmitriy)
  • Reputation consensus for distributed ledger systems
    • https://arxiv.org/pdf/1806.07342.pdf
    • https://arxiv.org/abs/2108.03542
  • Reputation systems for marketplace security
    • https://arxiv.org/abs/1905.08036
    • https://arxiv.org/abs/2210.02362
• Interpretable natural language modeling and unsupervised learning
  • Deep grammar and ontology learning for ontology extraction from natural language texts in Chinese/English/Russian
    • https://www.springerprofessional.de/en/programmatic-link-grammar-induction-for-unsupervised-language-le/17020348
    • https://www.springerprofessional.de/en/unsupervised-language-learning-in-opencog/15995030
    • https://arxiv.org/abs/2205.11443
    • https://arxiv.org/abs/2303.02427
  • Social media text analysis for psycho-emotinal expressions of sentiment, emotions, intent, manipulation and cognitive distortions in social media for Chinese/Russian/English (or other languages, may be cross-lingual)
    • https://arxiv.org/abs/2204.12928
    • https://arxiv.org/abs/2204.10185
    • https://blog.singularitynet.io/aigents-sentiment-detection-personal-and-social-relevant-news-be989d73b381
  • Social media text topic modeling and agenda mining correlated with psycho-emotinal expressions for Chinese/Russian/English (or other languages, may be cross-lingual)
    • https://docs.google.com/spreadsheets/d/1yzaRVYN8I4v0rqrcUpivW-YCLgaU-aNPzTuM5XsXIgw/edit?gid=2138975815#gid=2138975815
  • Social media relationship graph extraction and annotation with psycho-emotinal expressions (or other languages, may be cross-lingual)
    • https://docs.google.com/spreadsheets/d/1yzaRVYN8I4v0rqrcUpivW-YCLgaU-aNPzTuM5XsXIgw/edit?gid=2138975815#gid=2138975815

Course work structure

• Publication on medium, substack, github blog/site, etc. - covering prior art, R&D done and its results
• Code with R&D results committed to github under open source license
• Presentation slides uploaded/linked to either of the above
• Presentation in class

Related works

• https://www.scopus.com/authid/detail.uri?authorId=57021892200
• https://arxiv.org/search/?query=anton+kolonin&searchtype=author&source=header
• https://orcid.org/0000-0003-4180-2870
• https://scholar.google.com/citations?user=D0NehDUAAAAJ&hl=ru&oi=ao
• https://www.semanticscholar.org/author/A.-Kolonin/1847471

Related videos:

• https://www.youtube.com/aigents

Detailed course outline (2018-2021)

https://docs.google.com/document/d/1HCAhQkZsRRYH1P9HQU3c1zGBWwXKJbHswdghIubwNRA/