[NeurIPS 2025] Thinkless: LLM Learns When to Think
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Sep 26, 2025 - Python
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adaptive-reasoning
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[ICLR 2026]🌴 ARES is an open-source framework for adaptive multimodal reasoning, featuring a two-stage pipeline—Adaptive Cold-Start and Entropy-Shaped Policy Optimization—to balance reasoning depth and efficiency.
open-source reinforcement-learning reasoning vlm self-reflection adaptive-design data-efficient multimodal-reasoning multimodal-reasoning-visual-reasoning efficient-length-reward adaptive-reasoning
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Feb 3, 2026 - Python
SR²AM: Efficient Agentic Reasoning Through Self-Regulated Simulative Planning
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May 22, 2026 - Python
A powerful multi-agent reasoning system with temperature-driven cognitive styles. Control search behavior from rigorous academic analysis to creative exploration through simple configuration.
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Mar 5, 2026 - Python
A draft structural protocol for convergence-window design, phase stability, amplitude threshold control, and rebalance timing in oscillating reasoning systems.
adaptive-reasoning phase-stability oscillation-control convergence-window amplitude-threshold rebalance-timing
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May 30, 2026 - Python
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