{"total":14,"rows":[{"id":"2503.24377","title":"Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models","created":"2025-03-31","cited_by_count":36,"area":"lr"},{"id":"2410.23743","title":"What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective","created":"2024-10-31","cited_by_count":29,"area":"lr"},{"id":"2410.03595","title":"Understanding Reasoning in Chain-of-Thought from the Hopfieldian View","created":"2024-10-04","cited_by_count":11,"area":"lr"},{"id":"2601.18091","title":"From LLMs to LRMs: Rethinking Pruning for Reasoning-Centric Models","created":"2026-01-26","cited_by_count":10,"area":"lr"},{"id":"2602.22896","title":"DySL-VLA: Efficient Vision-Language-Action Model Inference via Dynamic-Static Layer-Skipping for Robot Manipulation","created":"2026-02-26","cited_by_count":8,"area":"lr"},{"id":"2512.11099","title":"VGent: Visual Grounding via Modular Design for Disentangling Reasoning and Prediction","created":"2025-12-11","cited_by_count":7,"area":"lr"},{"id":"2509.24711","title":"Stop Before You Fail: Operational Capability Boundaries for Mitigating Unproductive Reasoning in Large Reasoning Models","created":"2025-09-29","cited_by_count":4,"area":"lr"},{"id":"2510.00078","title":"Adaptive and Resource-efficient Agentic AI Systems for Mobile and Embedded Devices: A Survey","created":"2025-09-30","cited_by_count":2,"area":"lr"},{"id":"2605.27965","title":"The Shape of Overthinking: Backtracking Bursts in Long Reasoning Traces","created":"2026-05-27","cited_by_count":2,"area":"lr"},{"id":"2603.23483","title":"SpecEyes: Accelerating Agentic Multimodal LLMs via Speculative Perception and Planning","created":"2026-03-24","cited_by_count":1,"area":"lr"},{"id":"2604.10949","title":"Pseudo-Unification: Entropy Probing Reveals Divergent Information Patterns in Unified Multimodal Models","created":"2026-04-13","cited_by_count":1,"area":"lr"},{"id":"2510.14211","title":"LiteStage: Latency-aware Layer Skipping for Multi-stage Reasoning","created":"2025-10-16","cited_by_count":0,"area":"lr"},{"id":"2603.27960","title":"Towards Efficient Large Vision-Language Models: A Comprehensive Survey on Inference Strategies","created":"2026-03-30","cited_by_count":0,"area":"lr"},{"id":"2609.38027","title":"Layer-Informed Fine-Tuning via Three-Stage Functional Segmentation of LLMs","created":"2026-09-28","cited_by_count":0,"area":"lr"}],"next_cursor":null}