FIELD NOTES TOPIC
challenges
3 notes, newest first.
Continual Learning in Transition
The text discusses a shift in continual learning (CL) away from just updating parameters and towards system-level adaptation. The paper explores three dimensions of this transition: When (pre-training, post-training…
Artificial Intelligence and Innovation Ecosystem: Evolutionary Developments, Challenges, and Future Directions
This research investigates the influence of Artificial Intelligence (AI) on the Innovative Ecosystem (IE), a new paradigm for economic integration and collaboration. The study analyzes AI's unique contributions to IE…
AgentGym2: Benchmarking Large Language Model Agents in De-Idealized Real-World Environments
The paper presents AgentGym2, a new evaluation framework for language models (LLMs) that are increasingly being used in real-world production environments. Most existing benchmarks evaluate these models in simplified…
