Roadmap

Browse all roadmap nodes by hierarchy, metrics, and timeline.

Roadmap Tree

Hierarchy with parent-child progress

Psychological Signal Mining

Progress 11.1% · 1 roots / 3 nodes
Completed 0 Ongoing 0 Blocked 0 Planned 2 Pending 1
  • Psychological Signal Mining (Personalized Decision and Interaction) domain Planned 11.1%
    • O2-KR1: Personalized Memory Network and AI Companion pillar Planned 0.0%
      • Independent KR + Embodied Transfer Validation task Pending 0.0%

Semantic Signal Mining

Progress 11.1% · 1 roots / 3 nodes
Completed 0 Ongoing 2 Blocked 0 Planned 1 Pending 0
  • Semantic Signal Mining (Financial Knowledge Graphs) domain Ongoing 11.1%

    Integrate unstructured semantic signals into structured complex-network representations and build scalable financial knowledge-graph and signal-mining systems.

    Highlights

    • Financial KG infrastructure has been developed at Evolution Asset Management since Apr 2025
    • End-to-end automation from schema design to extraction, normalization, and Neo4j build is in place
    • This domain corresponds to the mid-dimensional independent direction in Objective 1
    • 2025/04/01
      Started financial knowledge-graph infrastructure work (AI Intern, EAM) Completed
    • 2026/09/30
      O1-KR2 deadline: deliver automated KG construction and trading-signal support Planned
    • 2027/10/31
      Align with O1-KR3 to transfer structural methods into semantic networks Pending
    • O1-KR2: Automated Financial Knowledge-Graph Infrastructure pillar Ongoing 0.0%

      Build scalable infrastructure for batch financial KG construction and connect key-signal mining modules for actionable decision support.

      Highlights

      • Supports batch construction and versioning across vertical financial domains
      • Covers the full stack from graph building to graph-serving endpoints
      • Directly aligned with O1-KR2 (deadline: September 30, 2026)
      • 2026/04/30
        Complete v1 automation for schema, extraction, normalization, and storage Ongoing
      • 2026/07/31
        Integrate critical-node and signal-mining modules into the serving pipeline Planned
      • 2026/09/30
        O1-KR2 deadline: deliver production-ready automation for trader support Planned
      • O1-KR2 Execution: Signal Quality and Risk Evaluation initiative Planned 0.0%

Structural Signal Mining

Progress 11.1% · 1 roots / 3 nodes
Completed 0 Ongoing 2 Blocked 0 Planned 0 Pending 1
  • Structural Signal Mining (Critical Nodes in Complex Networks) domain Ongoing 11.1%

    Build the low-dimensional structural direction around critical-node identification in complex networks, then bridge it to semantic-network transfer.

    Highlights

    • This track provides the structural foundation for Objective 1
    • Influence-aware graph mining methodology has been established through prior work
    • A related paper was accepted at GBCESC 2025 and received Best Paper Award
    • 2025/12/31
      Critical-node research paper accepted at GBCESC 2025 and awarded Best Paper Completed
    • 2026/06/30
      O1-KR1 deadline: complete critical-node identification on multi-layer heterogeneous networks Ongoing
    • 2027/10/31
      O1-KR3 deadline: transfer critical-node methods to semantic networks Pending
    • O1-KR1: Critical Node Identification on Multi-layer Heterogeneous Networks pillar Ongoing 0.0%

      Develop a graph-neural-network-centered method for critical node identification in multi-layer heterogeneous network settings, with delivery by June 30, 2026.

      Highlights

      • Core O1-KR1 methodology and evaluation protocol are being finalized
      • Structural interpretation for diffusion and influence is emphasized
      • Interfaces are designed for later transfer to semantic-network settings (O1-KR3)
      • 2026/03/31
        Finish baselines, data splits, and critical-node metric definitions Ongoing
      • 2026/05/31
        Complete ablation studies and robustness analysis Planned
      • 2026/06/30
        O1-KR1 deadline: deliver the low-dimensional independent study Planned
      • O1-KR3: Transfer Structural Methods to Semantic Networks task Pending 0.0%

Roadmap Table

Structured stats for links and milestones
Title Track Level Status Progress Children Related Blog Related Artifacts Milestones Last Updated
Semantic Signal Mining (Financial Knowledge Graphs) Semantic Signal Mining domain Ongoing 11.1% 1 2 3 3 2026/02/27
O1-KR2: Automated Financial Knowledge-Graph Infrastructure Semantic Signal Mining pillar Ongoing 0.0% 1 1 1 3 2026/02/27
O1-KR2 Execution: Signal Quality and Risk Evaluation Semantic Signal Mining initiative Planned 0.0% 0 1 1 3 2026/02/27
Structural Signal Mining (Critical Nodes in Complex Networks) Structural Signal Mining domain Ongoing 11.1% 1 3 1 3 2026/02/27
O1-KR1: Critical Node Identification on Multi-layer Heterogeneous Networks Structural Signal Mining pillar Ongoing 0.0% 1 2 1 3 2026/02/27
O1-KR3: Transfer Structural Methods to Semantic Networks Structural Signal Mining task Pending 0.0% 0 2 1 3 2026/02/27
Psychological Signal Mining (Personalized Decision and Interaction) Psychological Signal Mining domain Planned 11.1% 1 1 2 3 2026/02/27
O2-KR1: Personalized Memory Network and AI Companion Psychological Signal Mining pillar Planned 0.0% 1 1 2 3 2026/02/27
Independent KR + Embodied Transfer Validation Psychological Signal Mining task Pending 0.0% 0 1 1 3 2026/02/27

Roadmap Gantt

Completed = range bar · Ongoing/Planned = fading trail only
2025/4/1 2028/6/30