7 papers
ISM:Self-Improving Strategy Memory for Continual Mathematical Reasoning
Prakhar Dixit, Tim Oates
We propose Intelligent Schema Memory (ISM), a self-evolving memory-augmented system that improves mathematical reasoning for a frozen LLM under continual learning with hard episodi…
Honest Lying: Understanding Memory Confabulation in Reflexive Agents
Prakhar Dixit, Sadia Kamal, Tim Oates
Reflexion-style agents rely on self-generated reflections as memory, implicitly assuming that agents can accurately diagnose their own failures. We show that this assumption can fa…
MDToC: Metacognitive Dynamic Tree of Concepts for Boosting Mathematical Problem-Solving of Large Language Models
Tung Duong Ta, Tim Oates, Thien Van Luong +2
Despite advances in mathematical reasoning capabilities, Large Language Models (LLMs) still struggle with calculation verification when using established prompting techniques. We p…
Floorplan2Guide: LLM-Guided Floorplan Parsing for BLV Indoor Navigation
Aydin Ayanzadeh, Tim Oates
Indoor navigation remains a critical challenge for people with visual impairments. The current solutions mainly rely on infrastructure-based systems, which limit their ability to n…
Skin-SOAP: A Weakly Supervised Framework for Generating Structured SOAP Notes
Sadia Kamal, Tim Oates, Joy Wan
Skin carcinoma is the most prevalent form of cancer globally, accounting for over $8 billion in annual healthcare expenditures. Early diagnosis, accurate and timely treatment are c…
Towards Scalable SOAP Note Generation: A Weakly Supervised Multimodal Framework
Sadia Kamal, Tim Oates, Joy Wan
Skin carcinoma is the most prevalent form of cancer globally, accounting for over $8 billion in annual healthcare expenditures. In clinical settings, physicians document patient vi…