Technology
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Agentic Chain-of-Thought Steering for Efficient and Controllable LLM Reasoning
arXiv:2606.03965v1 Announce Type: cross Abstract: Large language models improve final-answer accuracy through extended...
AlignAtt4LLM: Fast AlignAtt for Decoder-Only LLMs at IWSLT 2026 Simultaneous Speech Translation Task
arXiv:2606.03967v1 Announce Type: cross Abstract: We describe AlignAtt4LLM, an IWSLT 2026 simultaneous speech...
Quantifying Faithful Confidence Expression in Large Reasoning Models
arXiv:2606.03969v1 Announce Type: cross Abstract: Reliable uncertainty communication is critical to the...
Formalizing the Binding Problem
arXiv:2606.03976v1 Announce Type: cross Abstract: Representations of the world, arguably, contain information about...
Language Models Need Sleep: Learning to Self-Modify and Consolidate Memories
arXiv:2606.03979v1 Announce Type: cross Abstract: The past few decades have witnessed significant advances in the...
Planning with Uncertainty: Symmetries, Policy Inference, and Solution Compression
arXiv:2403.19883v2 Announce Type: replace Abstract: Fully-observable non-deterministic (FOND) planning is at the core...
Leave it to the Specialist: Repair Sparse LLMs with Sparse Fine-Tuning via Sparsity Evolution
arXiv:2505.24037v3 Announce Type: replace Abstract: Sparse large language models (LLMs) offer an attractive direction...
Collab-REC: An LLM-based Agentic Framework for Balancing Recommendations in Tourism
arXiv:2508.15030v5 Announce Type: replace Abstract: We propose COLLAB-REC, a multi-agent framework designed to...
DTKG: Dual-Track Knowledge Graph-Verified Reasoning Framework for Multi-Hop QA
arXiv:2510.16302v2 Announce Type: replace Abstract: Multi-hop reasoning for question answering (QA) plays a critical...
RGMem: Renormalization Group-inspired Memory Evolution for Language Agents
arXiv:2510.16392v3 Announce Type: replace Abstract: Personalized and continuous interactions are critical for...
MIND: Multi-rationale INtegrated Discriminative Reasoning Framework for Multi-modal Large Models
arXiv:2512.05530v2 Announce Type: replace Abstract: Recently, multimodal large language models (MLLMs) have been...
FutureWeaver: Planning Test-Time Compute for Multi-Agent Systems with Modularized Collaboration
arXiv:2512.11213v2 Announce Type: replace Abstract: Scaling test-time computation has been shown to significantly...
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