LatCom: Cross-Agent Latent Compression for Efficient Multi-Agent Collaboration

arXiv:2609.37017 · cs.CL · Submitted 2026-09-29 · Read on arXiv

cs.CL

Submitted: 2026-09-29

Updated: 2026-09-29

Terminology

• Benchmark — 24× in this paper · explained in 2 episodes
• Accuracy — 20× in this paper · explained in 1 episode
• Redundancy — 15× in this paper · explained in 2 episodes
• Embeddings — 10× in this paper · explained in 2 episodes
• Multi-Agent System — 9× in this paper · explained in 6 episodes
• Alignment — 8× in this paper · explained in 1 episode
• Latent Space — 5× in this paper · explained in 7 episodes
• Cosine Similarity — 4× in this paper · explained in 3 episodes
• Multi-agent Collaboration — 4× in this paper · explained in 2 episodes
• Ablation — 3× in this paper · explained in 1 episode
• Aggregation — 3× in this paper · explained in 1 episode
• Hyperparameters — 3× in this paper · explained in 2 episodes
• Latent Reasoning — 3× in this paper · explained in 2 episodes
• Transformer — 3× in this paper · explained in 2 episodes
• Ablation study — 2× in this paper · explained in 1 episode
• KV cache — 2× in this paper · explained in 3 episodes
• Latent Representation — 2× in this paper · explained in 2 episodes
• Latent Representations — 2× in this paper · explained in 3 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Two-stage training — 2× in this paper · explained in 2 episodes
• Abstraction — 1× in this paper · explained in 1 episode
• Centered Kernel Alignment (CKA) — 1× in this paper · explained in 2 episodes
• Computational overhead — 1× in this paper · explained in 2 episodes
• Decode — 1× in this paper · explained in 2 episodes
• Hallucination — 1× in this paper · explained in 4 episodes
• Multi-agent Collaborative Framework — 1× in this paper · explained in 2 episodes
• Pruning — 1× in this paper · explained in 4 episodes
• Reasoning Traces — 1× in this paper · explained in 3 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Trace — 1× in this paper · explained in 2 episodes
• Verifier — 1× in this paper · explained in 2 episodes

Sources

• Reasoning Beyond Language: A Comprehensive Survey on Latent Chain-of-Thought Reasoning
• Compressed Chain of Thought: Efficient Reasoning Through Dense Representations
• Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
• Training Verifiers to Solve Math Word Problems
• Enabling Agents to Communicate Entirely in Latent Space
• LatentMem: Customizing Latent Memory for Multi-Agent Systems
• Multi-Agent Collaboration Mechanisms: A Survey of LLMs
• Qwen3 Technical Report
• Latent Collaboration in Multi-Agent Systems

Related papers

• Exploring Solution Divergence and Its Effect on Large Language Model Problem Solving
• Ishigaki-IDS-Bench: A Benchmark for Generating Information Delivery Specification from BIM Information Requirements
• Subliminal Steering: Stronger Encoding of Hidden Signals
• MedStruct-S: A Benchmark for Key Discovery, Key-Conditioned QA and Semi-Structured Extraction from OCR Clinical Reports
• The End of Transformers? On Challenging Attention and the Rise of Sub-Quadratic Architectures
• Untangling the Mechanisms of Misleading Context in Medical Question Answering