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Period ending 2026-09-14

12 new papers

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Period ending 2026-09-07

21 new papers

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  1. ECHO: Early-layer Collaborative Hierarchical Orchestration with Bonus Logits in Speculative Decoding

    Sep 15, 2026Ziyang Ma, Zihong Zhang, Zuchao Li +4Speculative DecodingLLM Inference Efficiency

  2. LoopSpec: Pipelined Self-Speculative Decoding for Looped Transformers

    Sep 15, 2026SangLyul Cho, Langqing Cui, Sehoon Kim +2Speculative Decoding

  3. Fixed State, Long Reach: What a Constant-Size Cache Buys Block Diffusion at Scale

    Sep 14, 2026Vaibhav Singh, Pierre-André Noël, Torsten Scholak +2Diffusion Language ModelsLarge Language Model Decoding

  4. Typhoon ASR Streaming: Steerable Low-Latency Thai Speech Recognition with Real-Time Shallow Fusion

    Sep 14, 2026Warit Sirichotedumrong, Tanawin Samutsin, Shah Faisal Wani +2StreamingAutoregressive Decoding

  5. Routing by Reasoning Need: Trajectory-Aware Decoding Control for Diffusion Vision-Language Models

    Sep 12, 2026Yixiang Liu, Zhongxing Xu, Zhonghua Wang +1Vision-Language Model ReasoningDiffusion Language Models

  6. K/V-Cache Interventions Dissociate Representation Alignment from Persona Expression in Decoder-Only Language Models

    Sep 11, 2026Yu Sun, Mengyin Lu, Cong Feng +2Kv-Cache SteeringPersonas

  7. GANDR: Claim Auditing for Verifiable Legal Answer Generation

    Sep 9, 2026Chen Qian, Yimeng Wang, Yu Chen +2Llm-Based Statutory Question AnsweringVerdict

  8. Reference-Based Bias Detection in LLMs via Relative Representations of Hidden States

    Sep 9, 2026Marek Jeliński, Jan Dubiński, Maciej Chrabaszcz +1Large Language Model BiasAlgorithm Auditing

  9. PELM: Power Efficient On-Device LLM Inference with Speculative Decoding and Dynamic Voltage Frequency Scaling

    Sep 9, 2026Weisi Yang, Stephen XiaLLM Inference EfficiencyResource-Constrained Devices

  10. Osprey: Target-agnostic Pre-training Makes Stronger Drafters in Speculative Decoding

    Sep 8, 2026Fengxiang Bie, Yuqing Jian, Yifan Yu +7Speculative DecodingDrafter

  11. Canonical Color as a Lens into Concept Decodability in Vision Encoders and VLMs

    Sep 8, 2026Xiaofu Chen, Stella Frank, Yova KementchedjhievaVision EncodersColor

  12. PIC: Revisiting INR for Image Coding with Fast Encoding and Sub-Millisecond Decoding

    Sep 8, 2026Xiang Liu, Jinxiang Wang, Bin Chen +5Image ReconstructionImplicit Neural Representations

  13. SeGDeP: Semantic- and Geometric-Aware Decoupled Prompts for Reasoning Segmentation

    Sep 8, 2026Linnan Zhao, Xu Liu, Lingling Li +3Semantic-Geometric RepresentationsReasoning Segmentation

  14. CoordFormer: Give Me Any Coordinates and I Will Give You Labels

    Sep 8, 2026Iacopo Curti, Pierluigi Zama Ramirez, Alioscia Petrelli +1Real-Time Semantic SegmentationHigh-Resolution

  15. Deadline-Aware Adaptive Prefill Chunking for Efficient Large Language Model Serving

    Sep 7, 2026Siyu Song, Qi Bai, Jinbo Hao +3Large Language Model ServingPrefill

  16. Encoded Early, Used Late: Where Transformers Begin to Act on an Inferred Partner's Expertise

    Sep 7, 2026Mika Okamoto, Gabriele SartiInferringConstrained Decoding Strategies

  17. Why Gated DeltaNet Survives 4-Bit Quantization: NVFP4 W4A4 for the Recurrent Half of a Hybrid 27B LLM

    Sep 3, 2026Sergii Kozyrev, Davyd MaiborodaLarge Language Model QuantizationFp8

  18. Unlocking Lossless Speedups in LLMs via Discrete Diffusion

    Sep 3, 2026Subham Sekhar Sahoo, Lingjie Chen, Khiem Pham +14Diffusion Language ModelsSpeculative Decoding

  19. Masked Autoregressive Speech Enhancement with Continuous Neural Audio Codec Representations

    Sep 3, 2026Yoto Fujita, Simon Leglaive, Laurent GirinSpeech EnhancementNeural Audio Codecs

  20. The 2026 PNPL Competition: Word Classification and Efficient Cross-Subject Generalisation in LibriBrain100

    Sep 3, 2026Francesco Mantegna, Gereon Elvers, Dulhan Jayalath +18Brain-Computer InterfaceBrain

  21. Jina-OCR-v1: Efficient Document Parsing with Speculative Decoding and Dense Verifiable Rewards

    Sep 2, 2026Alejandro Barón García, Feng Wang, Emilia Garcia Casademont +1Deepseek-OcrEnd-To-End Document Parsing

  22. Who Drives the Probability Game of VLMs? A Temporal Causal Drive Evaluation Framework

    Sep 2, 2026Shuyao Xiao, Shengling Wang, Haoyu Niu +4Multimodal GenerationCausal Structure and Reasoning

  23. hLLM: Single Pass Decoding for Generative Reranking

    Sep 1, 2026Emil Laftchiev, Prachi Agrawal, Moe Kayali +7Generative Reasoning Re-RankersConstrained Decoding Strategies

  24. ZipTok3D: High-Fidelity 3D Tokenization with Compact Token Prefixes

    Sep 1, 2026Mingda Lin, Weijie Wang, Zeyu Zhang +73DHigh-Fidelity

  25. From Base Rollouts to RL Reasoning: A Budgeted Search Perspective

    Sep 1, 2026Wenhe Sun, Cunxiang Wang, Zijun Yao +1Reinforcement Learning Base-To-Thinking GapLong Rollouts

  26. Overfitting Mitigation via Singular Value Decomposition in Minimum Bayes Risk Decoding

    Sep 1, 2026Riza Setiawan Soetedjo, Yusuke Sakai, Hidetaka Kamigaito +2Singular Value DecompositionConstrained Decoding Strategies

  27. MaskCode: Mask Transformer for Feedback-Assisted Coding With Linear Block Codes

    Sep 1, 2026Jonggyu Jang, Hongjae Nam, Vishrant Tripathi +2Source-Channel CodingError Correction

  28. Vision Is Not Overhead: One-Pass Block Drafting for Lossless Speculative Decoding in Vision-Language Models

    Aug 31, 2026Jungseob Lee, Seongtae Hong, Dongyub Jude Lee +4Speculative DecodingDrafter

  29. Faster Than Flash: Exploiting Attention Sparsity for Efficient Long-Context Decoding

    Aug 31, 2026Zhigeng Liu, Zhiyuan Ning, Ruixiao Li +5Efficient Long-Context InferenceDynamic Sparse Attention

  30. SingProbe Technical Report

    Aug 31, 2026Sing TeamLarge Language Model SafetyGuardrail

  31. Ceiling-Clipped Acceptance Histograms Indicate Stranded Speed-up in Block-Diffusion Speculative Decoding

    Aug 31, 2026Ephrem WuDrafterEnd-To-End Speedup

  32. DASC: Decay-Aware State Compression for Hybrid Linear-Attention Serving

    Aug 31, 2026Yanqi Yu, Pingwei Sun, Jianchao Tan +4Dynamic Sparse AttentionRecurrent State

  33. Data-Centric Neuromotor Interfaces for Portable Human-Machine Interaction

    Aug 31, 2026Jiaxuan Li, Di Wu, Jianhua Liu +7Surface ElectromyographyBrain-Computer Interface

  34. CateKV: On Sequential Consistency for Long-Context LLM Inference Acceleration

    Aug 31, 2026Haoyun Jiang, Haolin Li, Jianwei Zhang +7Efficient Long-Context InferenceLLM Inference Efficiency

  35. Strong Drafts Need Compact Memories: Long-Context Speculative Decoding with Compressed KV Cache

    Aug 31, 2026Tong Yuan, Chengxi Liao, Zeyi WenEfficient Long-Context InferenceSpeculative Decoding

  36. Rethinking Language's Role in Efficient VLA for Autonomous Vehicles: Toward Smarter, Trustworthy Driving

    Aug 31, 2026Tongfei Guo, Lili SuDiffusion-Based Vision-Language-ActionsAutonomous Driving

  37. Verification-Aware Training for Speculative Decoding

    Aug 31, 2026Geonmo Gu, Byeongho Heo, HeeJae Jun +4Speculative DecodingLLM Inference Efficiency

  38. ReTrace: Rejected-Trajectory Conditioning for Speculative Decoding

    Aug 30, 2026Luxi Lin, Zhanpeng Zeng, Shuang Peng +2Speculative DecodingAutoregressive Language Models

  39. Beyond Parallel Blindness: Information Floors and Model Gaps in Block Drafting

    Aug 27, 2026Xinwei Qiang, Xiang Fang, Chang Chen +2DrafterRejection

  40. Deep Learning-Based Multi-User Communication Design for Dense IoT Networks: Interference-Aware Finite-Blocklength Communication and Preliminary MIMO Extensions

    Aug 24, 2026Arkadeep Sinha, Shubham Paul, R. ManivasakanOrthogonal Frequency-Division MultiplexingMultiple-Input Multiple-Output

  41. DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees

    Aug 13, 2026Tianyi Li, Yaxin Luo, Xinyi Shang +1Speculative DecodingAutoregressive Language Models

  42. Decoding Task Progress from VLA Representations

    Aug 13, 2026Atiksh Bhardwaj, Edward Weiyi Duan, Prithwish Dan +2Vision-Language-ActionVisuomotor Policy

  43. SPADE: Speculative Decoding for Precise and Low Cost Distributed Edge Cloud Inference

    Aug 13, 2026Divya Jyoti Bajpai, Kishan Kumar Upadhyay, Manjesh Kumar HanawalLLM Inference EfficiencySpeculative Decoding

  44. Decoupled Contrastive Decoding via Expert-Aligned Drafting

    Aug 13, 2026Zhixuan Liu, Zhichen Dong, Yuanfu Wang +1Contrastive DecodingSpeculative Decoding

  45. Alignment Drift in Single-Model Speculative Decoding for ASR: Mechanism, Correction, and Cost

    Aug 13, 2026Xinyu Wang, Huapeng Zhou, Ziyu Zhao +5Speculative DecodingAutomatic Speech Recognition

  46. Trie Automata for Constrained Decoding over Large Finite Sets

    Aug 12, 2026Xingzi Xu, Karim BouyarmaneConstrained Decoding StrategiesAutomata

  47. LoKiFormer: Locality-aware Attention with Decoupled Knowledge Memory for Efficient Large Language Model Pretraining

    Aug 12, 2026Qiuwu Chen, Zimo Liu, Yuchen Li +8Large Language Model Post-TrainingLLM Inference Efficiency

  48. Chain-of-Thought Shows the Path to a Tree: Realizing Branching Complexity

    Aug 12, 2026Debanjan Dutta, Anish Chakrabarty, Swagatam DasBreadth-First SearchChain-Of-Thought

  49. ODE-Based Transformer Decoders for Iterative Sign Language Translation

    Aug 11, 2026Tuğçe Kızıltepe, Hacer Yalim KelesSign Language TranslationTransformer Encoder

  50. Dual-Domain Cross-Modal Decoding for Clinical Text-Guided Medical Image Segmentation

    Aug 11, 2026Md Maklachur Rahman, Tracy HammondMedical Image SegmentationCross-Modal Attention

  51. From Interpretability to Control: Insights from Six Years of the TrustNLP Workshop

    Aug 11, 2026Rahul Gupta, Abhinav Mohanty, Anaelia Ovalle +10Large Language Model ReliabilityModel Interpretability Methods

  52. Actions Speak Louder than Words: Measuring Cross-Lingual Policy Retention in Tool-Using Agents

    Aug 11, 2026Sourabrata Mukherjee, Kalika Bali, Sunayana SitaramCross-Lingual ConsistencyConstrained Decoding Strategies

  53. Embedding Rotation Invariance for Provable Multi-Oriented Scene Text Recognition

    Aug 11, 2026Zhibin Ma, Pengwen Dai, Yi Liu +3Scene Text RecognitionRotation

  54. GeoSeg-OV: Bridging Geospatial Gaps with Structural Guidance for Open-Vocabulary Remote Sensing Segmentation

    Aug 11, 2026Ruizhong Liu, Tingzhang Luo, Zaiyan Zhang +4Remote Sensing Image SegmentationOpen-Vocabulary

  55. MemSpec: Memory-Aware Runtime for Adaptive Draft Scheduling in Speculative Decoding on Edge Devices

    Aug 11, 2026Eunjeong Kim, Yeong Jun Jeon, Myeonggyun HanSpeculative DecodingLLM Inference Efficiency

  56. Frozen Brain-MRI Foundation Models Are Site Fingerprints

    Aug 10, 2026Saman RahbarFingerprintFoundation Model

  57. Decodable But Not Detachable: Training Data Granularity Determines Parametric Modularity in Large Language Models

    Aug 10, 2026Marcus Armstrong, Navid Ayoobi, Arjun MukherjeeLarge Multimodal ModelsModular Framework

  58. The Parser Already Knows: Lightweight Bias Correction in Constrained Decoding

    Aug 10, 2026Işıl Özgü, Yaoxuan Wu, Guy Van den Broeck +1Context-Free GrammarsConstrained Decoding Strategies

  59. Decoding-Level Taboo: A Diagnostic Stress Test for LLM Robustness

    Aug 10, 2026Tadanobu Chuyo Kamijo, Ori Rottenstreich, Javier Conde +2Large Language Model SafetyLarge Language Model Evaluation

  60. Decodable but Not Accessible: Auditing Distance-Based Reliability Estimation on Disentangled Skin-Lesion Representations

    Aug 10, 2026Duc-Vinh TranRepresentation SpaceArea Under The Receiver Operating Characteristic Curve