memory consolidation
Summarizing or structuring past information to reduce token usage while preserving task accuracy.
- Papers
- 11
- Released code
- 2
- First seen
- June 2026
- Latest
- Sept 2026
7 papers in the last two months, against 4 in the two before.
The papers
Most central to this idea first, not most recent.
- Chinese Techcs.AIcode
C3M preserves multimodal evidence across sessions within fixed memory budgets
Huzhou Normal University, Alibaba Group · Sept 2026
- Chinese Techcs.CV
Streaming video memory works better when internalized as evolving latent tokens
Nanjing University of Science and Technology, Ant Group · Sept 2026
- Independentcs.AI
Memory consolidation outperforms retention under tight budgets, but retention wins when budgets are loose.
July 2026
- Big Techcs.AI
Memory as state management instead of semantic retrieval improves long-horizon agents
University of Science and Technology of China, Microsoft · June 2026
- Industrycs.AIcode
Memory lets traffic-simulation agents build reusable skills without retraining
Jilin University · Sept 2026
- Industrycs.AI
Self-configured memory views improve retrieval across long conversations
National University of Defense Technology · Sept 2026
- Big Techcs.AI
Memory guidelines help language-model agents succeed consistently across repeated runs
IBM Software Innovation Lab, IBM Research · Sept 2026
- Big Techcs.AI
Post-training can replace prompt-time schema injection for enterprise coding agents
Amazon Advertising Foundations, Amazon Web Services Agentic AI · June 2026
- Industrycs.AI
Kernel-managed memory personalizes multiple AI agents with shorter prompts
Rutgers University · Sept 2026
- Independentcs.AI
Smarter merging and packing improve LLM memory under tight budgets
Sept 2026
- Top Universitycs.AI
First systematic characterization of agent memory systems across long-horizon tasks
Stanford University, Independent Researcher · June 2026
Concepts are extracted from each paper and reused across the corpus, so this page grows on its own as the desk reads.