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Formal mathematical reasoning: A new frontier in ai
AI for Mathematics (AI4Math) is not only intriguing intellectually but also crucial for AI-driven
discovery in science, engineering, and beyond. Extensive efforts on AI4Math have mirrored …
discovery in science, engineering, and beyond. Extensive efforts on AI4Math have mirrored …
Data for mathematical copilots: Better ways of presenting proofs for machine learning
The suite of datasets commonly used to train and evaluate the mathematical capabilities of
AI-based mathematical copilots (primarily large language models) exhibit several …
AI-based mathematical copilots (primarily large language models) exhibit several …
Technical report: Enhancing llm reasoning with reward-guided tree search
Recently, test-time scaling has garnered significant attention from the research community,
largely due to the substantial advancements of the o1 model released by OpenAI. By …
largely due to the substantial advancements of the o1 model released by OpenAI. By …
Reasoning Language Models: A Blueprint
Reasoning language models (RLMs), also known as Large Reasoning Models (LRMs),
such as OpenAI's o1 and o3, DeepSeek-V3, and Alibaba's QwQ, have redefined AI's …
such as OpenAI's o1 and o3, DeepSeek-V3, and Alibaba's QwQ, have redefined AI's …
A Survey on Feedback-based Multi-step Reasoning for Large Language Models on Mathematics
Recent progress in large language models (LLM) found chain-of-thought prompting
strategies to improve the reasoning ability of LLMs by encouraging problem solving through …
strategies to improve the reasoning ability of LLMs by encouraging problem solving through …
PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs
While recent AI-for-math has made strides in pure mathematics, areas of applied
mathematics, particularly PDEs, remain underexplored despite their significant real-world …
mathematics, particularly PDEs, remain underexplored despite their significant real-world …
Mathematics and Machine Creativity: A Survey on Bridging Mathematics with AI
S Liang, W Zhang, T Zhong - arxiv preprint arxiv:2412.16543, 2024 - arxiv.org
This paper presents a comprehensive survey on the applications of artificial intelligence (AI)
in mathematical research, highlighting the transformative role AI has begun to play in this …
in mathematical research, highlighting the transformative role AI has begun to play in this …
On the logical skills of large language models: evaluations using arbitrarily complex first-order logic problems
We present a method of generating first-order logic statements whose complexity can be
controlled along multiple dimensions. We use this method to automatically create several …
controlled along multiple dimensions. We use this method to automatically create several …
Entropy-Guided Attention for Private LLMs
The pervasiveness of proprietary language models has raised critical privacy concerns,
necessitating advancements in private inference (PI), where computations are performed …
necessitating advancements in private inference (PI), where computations are performed …
AERO: Softmax-Only LLMs for Efficient Private Inference
The pervasiveness of proprietary language models has raised privacy concerns for users'
sensitive data, emphasizing the need for private inference (PI), where inference is performed …
sensitive data, emphasizing the need for private inference (PI), where inference is performed …