mlsanityData to 7 Oct 2026

Thinking Fast and Laterally: Multi-Agentic Approach for Reasoning about Uncertain Emerging Events

arXiv 2412.07977 ↗First posted 10 Dec 2024cs.AIcited by 1

On the map: LLM reasoning → Reasoning for agents, planning and code

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Abstract (arXiv)

This paper introduces lateral thinking to implement System-2 reasoning capabilities in AI systems, focusing on anticipatory and causal reasoning under uncertainty. We present a framework for systematic generation and modeling of lateral thinking queries and evaluation datasets. We introduce Streaming Agentic Lateral Thinking (SALT), a multi-agent framework designed to process complex, low-specificity queries in streaming data environments. SALT implements lateral thinking-inspired System-2 reasoning through a dynamic communication structure between specialized agents. Our key insight is that lateral information flow across long-distance agent interactions, combined with fine-grained belief management, yields richer information contexts and enhanced reasoning. Preliminary quantitative and qualitative evaluations indicate SALT's potential to outperform single-agent systems in handling complex lateral reasoning tasks in a streaming environment.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Placed in Reasoning for agents, planning and code, one of 17 directions in LLM reasoning. Builds on 5 of its 18 references that are in the map. First posted on arXiv 10 Dec 2024.

Builds on

5 of 18 references.

References · 5

  1. 2023GPT-4 Technical Reportcited by 18,132
  2. 2023AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversationcited by 1,906
  3. 2024SciAgents: Automating scientific discovery through multi-agent intelligent graph reasoningcited by 90
  4. 2013Loopy Belief Propagation for Approximate Inference: An Empirical Studycited by 76
  5. 2015A Selectivity based approach to Continuous Pattern Detection in Streaming Graphscited by 2

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Citing papers per year: 2025: 1.

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  1. 2026Streaming Communication in Multi-Agent Reasoning
  2. 2026Second Thought: Reasoning in Parallel as LLM Agents Act and Observe
  3. 2026Adaptive Latent Agentic Reasoning
  4. 2026A Survey of Agentic Reasoning for Large Language Models: Towards Recursively Self-Improving and Collective Agents
  5. 2025Systematic Failures in Collective Reasoning under Distributed Information in Multi-Agent LLMs
  6. 2026Thinking Before Thinking: Scaling Agentic Inference Through Meta-Reasoning
  7. 2026NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability
  8. 2025A Survey of Frontiers in LLM Reasoning: Inference Scaling, Learning to Reason, and Agentic Systems