This work introduces MemeCF, a cue-focused benchmark of 9,895 memes across harm, hate, and sarcasm, with annotations identifying the modality and rationale of the pivotal evidence.
Akshit Sharma, Prashant W. Patil
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This paper proposes FRESH, a Failure-aware Retrieval framework over Experience-Structured Heterogeneous graphs, which transforms historical successes and failures into structured external experience for tool-using agents and consistently improves task success and tool-use reliability over no-memory agents and represent...
Jia-Xing Li, Lei Song, Rui Dong et al.
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Direct transfer of Step Law systematically overestimates the optimal learning rate: the median ratio eta_SL / eta* is approximately 4.0x, with a range of 2.4x to 6.6x.
Egor Romanyukov, Timofey Novikov, Timur Shokarov et al.
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FWBench enables reproducible evaluation of how language models select and use time-series forecasts to make decisions under cost constraints.
Shunya Nagashima
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KV-Invariant Transformer Expansion (KITE) is introduced, a scaling paradigm that trains the model from a smaller size to a larger size (i.e., saving training costs via upcycling), while places newly added parameters in regions that do not affect attention KV.
Zhi-Heng Hu, Yi-Xun Wei, Jian Zhou et al.
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A comprehensive English–Norwegian framework that unifies multi-class, multi-label, and multi-task learning for hate speech detection while embedding fairness, transparency, and accountability is proposed.
Ehtesham Hashmi, Sule YAYILGAN YILDIRIM
· Machine Learning and Knowled... · 0 citations
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SafeLoop is introduced, a non-invasive external wrapper that adds hazard prediction and rollback-based recovery to a VLA model without changing its parameters, and achieves a stronger overall safety-success trade-off than alternative methods.
Zeyuan Lou, Tian-Ran Zhang, Xin-Quan Yue et al.
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Recursive invariants, a small statically typed domain-specific language (DSL) that formalizes UTXO validation and ledger extension, identifies the validation-time-evaluable one-step fragment, and proves the deduction system sound w.r.t. the three-valued semantics.
Shu-Yang Tang, Sherman S. M. Chow, Hong-Fei Fu et al.
· Proceedings of the ACM on Pr... · 0 citations
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Semantically-Guided Domain Randomization (S-GDR), an annotation-free adaptation pipeline that couples Vision-Language Model (VLM)-based semantic captioning of a small unannotated real reference set with diffusion-based background synthesis with diffusion-based background synthesis (Stable Diffusion XL conditioned by Co...
Jose Moises Araya-Martinez, Gautham Mohan, Jens Lambrecht
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指数移動平均は漸化式である。x[t] = a·v[t] + (1−a)·x[t−1] と書けるので、初期値の重みは (1−a)^n で減るが、決してゼロにはならない。つまり、どこから始めたかがいつまでも残る。単純移動平均は違い、窓から出た値はきっぱり消えるので N 本で完全に忘れる。では「十分なデータを使った」の「十分」は何本なのか。本稿の分離子は、初期化の...
Yuuki Yamagishi
· Zenodo (CERN European Organi... · 0 citations
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When Large Language Models (LLMs) write code inside an existing repository, the quality of their output depends heavily on the context they are given. The difficulty is that a function’s docstring rarely mentions the base class, callee, or field the function actually depends on. Lexical and dense retrievers both treat...
Parmeet Chani, Amanpreet Kaur, Dr. Gursimran Kaur
· Zenodo (CERN European Organi... · 0 citations
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REGISTRANT CREDENTIALS & ENTITY DATA - Primary Inventor & Claim Owner: Stephan Richard Lee - Authorized Corporate Umbrella: GenSi Holdings LLC (State of Georgia Organized) - Verified Registrant ORCID ID: 0009-0008-1177-3857 - Case File Identity: GNS-MOBILE-SENTINEL-2026-A - Access Security: Restricted Access / Non-Publ...
Lee Stephan Richard
· Zenodo (CERN European Organi... · 0 citations
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