Software Engineering · Computer Science
The Limits of Long-Context Reasoning in Automated Bug Fixing
Ravi Raju, Mengmeng Ji, Shubhangi Upasani, Bo Li +1
2026-03-09
Computation and Language · Computer Science
In-context Autoencoder for Context Compression in a Large Language Model
Tao Ge, Jing Hu, Lei Wang, Xun Wang +2
2024-05-10
Computation and Language · Computer Science
Fix the Structural Bottleneck: Context Compression via Explicit Information Transmission
Jiangnan Ye, Hanqi Yan, Zhenyi Shen, Heng Chang +2
2026-05-22
Computation and Language · Computer Science
Autoencoding-Free Context Compression for LLMs via Contextual Semantic Anchors
Xin Liu, Runsong Zhao, Pengcheng Huang, Xinyu Liu +6
2026-03-12
Artificial Intelligence · Computer Science
ACON: Optimizing Context Compression for Long-horizon LLM Agents
Minki Kang, Wei-Ning Chen, Dongge Han, Huseyin A. Inan +4
2025-10-20
Software Engineering · Computer Science
Evaluating AGENTS.md: Are Repository-Level Context Files Helpful for Coding Agents?
Thibaud Gloaguen, Niels Mündler, Mark Müller, Veselin Raychev +1
2026-02-13
Computation and Language · Computer Science
GMSA: Enhancing Context Compression via Group Merging and Layer Semantic Alignment
Jiwei Tang, Zhicheng Zhang, Shunlong Wu, Jingheng Ye +7
2026-02-10
Software Engineering · Computer Science
On the Effectiveness of Context Compression for Repository-Level Tasks: An Empirical Investigation
Jia Feng, Zhanyue Qin, Cuiyun Gao, Ruiqi Wang +3
2026-04-16
Artificial Intelligence · Computer Science
Escaping the Context Bottleneck: Active Context Curation for LLM Agents via Reinforcement Learning
Xiaozhe Li, Tianyi Lyu, Yizhao Yang, Liang Shan +5
2026-04-14
Computation and Language · Computer Science
Extending Context Window of Large Language Models via Semantic Compression
Weizhi Fei, Xueyan Niu, Pingyi Zhou, Lu Hou +3
2023-12-18
Computation and Language · Computer Science
AutoContext: Instance-Level Context Learning for LLM Agents
Kuntai Cai, Juncheng Liu, Xianglin Yang, Zhaojie Niu +2
2026-01-14
Artificial Intelligence · Computer Science
Compositional Hardness of Code in Large Language Models -- A Probabilistic Perspective
Yotam Wolf, Binyamin Rothberg, Dorin Shteyman, Amnon Shashua
2025-02-03
Computation and Language · Computer Science
Coding Agents are Effective Long-Context Processors
Weili Cao, Xunjian Yin, Bhuwan Dhingra, Shuyan Zhou
2026-03-24
Computation and Language · Computer Science
Data Distribution Matters: A Data-Centric Perspective on Context Compression for Large Language Model
Kangtao Lv, Jiwei Tang, Langming Liu, Haibin Chen +6
2026-02-03
Artificial Intelligence · Computer Science
Improving Coherence and Persistence in Agentic AI for System Optimization
Pantea Karimi, Kimia Noorbakhsh, Mohammad Alizadeh, Hari Balakrishnan
2026-03-24
Artificial Intelligence · Computer Science
Compromising Embodied Agents with Contextual Backdoor Attacks
Aishan Liu, Yuguang Zhou, Xianglong Liu, Tianyuan Zhang +8
2024-08-07
Computation and Language · Computer Science
Dodo: Dynamic Contextual Compression for Decoder-only LMs
Guanghui Qin, Corby Rosset, Ethan C. Chau, Nikhil Rao +1
2024-12-10
Artificial Intelligence · Computer Science
Intrinsic Memory Agents: Heterogeneous Multi-Agent LLM Systems through Structured Contextual Memory
Sizhe Yuen, Francisco Gomez Medina, Ting Su, Yali Du +1
2026-01-13
Computation and Language · Computer Science
ATACompressor: Adaptive Task-Aware Compression for Efficient Long-Context Processing in LLMs
Xuancheng Li, Haitao Li, Yujia Zhou, Qingyao Ai +1
2026-02-04
Computation and Language · Computer Science
CompLLM: Compression for Long Context Q&A
Gabriele Berton, Jayakrishnan Unnikrishnan, Son Tran, Mubarak Shah
2025-09-24