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  <url>
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  <url>
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  <url>
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      <news:title>arXiv:2606.20561: TimeProVe将长视频推理推断成本降低93%</news:title>
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      <news:title>arXiv:2606.20474: UltraQuant通过4位精度将KV缓存延迟降低3.47倍</news:title>
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      <news:title>arXiv:2606.20008: VIMPO — 无评论家强化学习在MATH-500和AIME上超越GRPO</news:title>
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  <url>
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      <news:title>Anthropic（Claude Code GitHub）：Claude Code v2.1.185 がストリーム停止メッセージを改善しました</news:title>
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  <url>
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      <news:title>arXiv:2606.20560: DiffusionGemma の解釈可能性が Gemma 4 と同等に——28.6× の差が 1.1× へ縮小</news:title>
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    <loc>https://24-ai.news/ja/news/2026-06-21/arxiv-humanscale-egocentric-video-robot/</loc>
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      <news:title>arXiv:2606.20521: 人間の一人称視点動画はロボットデータを上回る——身体的AIモデルの事前学習において</news:title>
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  <url>
    <loc>https://24-ai.news/ja/news/2026-06-21/arxiv-neuroimprint-peft-privacy-backdoor/</loc>
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      <news:publication_date>2026-06-21T00:00:00Z</news:publication_date>
      <news:title>arXiv:2606.20553: NeuroImprint——連合ファインチューニングの隠れバックドアが訓練データの59–79%を再構築</news:title>
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  </url>
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    <loc>https://24-ai.news/ja/news/2026-06-21/arxiv-ssd-speculative-image-generation/</loc>
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      <news:publication_date>2026-06-21T00:00:00Z</news:publication_date>
      <news:title>arXiv:2606.20543: 空間的投機的デコーディングが画像生成を13.3倍高速化</news:title>
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  <url>
    <loc>https://24-ai.news/ja/news/2026-06-21/arxiv-timeprove-long-video-reasoning/</loc>
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      <news:title>arXiv:2606.20561: TimeProVeが長時間動画の推論コストを93%削減</news:title>
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  <url>
    <loc>https://24-ai.news/ja/news/2026-06-21/arxiv-ultraquant-4bit-kv-cache/</loc>
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  <url>
    <loc>https://24-ai.news/ja/news/2026-06-21/arxiv-vimpo-critic-free-rl-reasoning/</loc>
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      <news:title>arXiv:2606.20008: VIMPO — クリティック不要の強化学習がMATH-500とAIMEでGRPOを上回る</news:title>
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  </url>
  <url>
    <loc>https://24-ai.news/ko/news/2026-06-21/anthropic-claude-code-2-1-185-stall-hint/</loc>
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      <news:title>Anthropic（Claude Code GitHub）：Claude Code v2.1.185, 스트림 중단 메시지 개선</news:title>
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  </url>
  <url>
    <loc>https://24-ai.news/ko/news/2026-06-21/arxiv-activation-directions-misalignment/</loc>
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      <news:title>arXiv:2606.20225: 활성화 방향이 99.6% 정확도로 LLM 정렬 오류를 감지합니다</news:title>
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  </url>
  <url>
    <loc>https://24-ai.news/ko/news/2026-06-21/arxiv-contagion-networks-evaluator-bias/</loc>
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      <news:title>arXiv:2606.20493: Contagion Networks — 평가자 편향이 전체 멀티에이전트 시스템을 감염시키는 방식</news:title>
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      <news:title>arXiv:2606.20560: DiffusionGemma의 해석 가능성이 Gemma 4와 동등——28.6× 격차가 1.1×로 축소</news:title>
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    <loc>https://24-ai.news/ko/news/2026-06-21/arxiv-hreplan-cross-device-agent-recovery/</loc>
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  </url>
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    <loc>https://24-ai.news/ko/news/2026-06-21/arxiv-humanscale-egocentric-video-robot/</loc>
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      <news:title>arXiv:2606.20521: 인간 에고센트릭 비디오가 로봇 데이터를 능가한다 — 구현된 AI 모델 사전 학습에서</news:title>
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    <loc>https://24-ai.news/ko/news/2026-06-21/arxiv-neuroimprint-peft-privacy-backdoor/</loc>
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      <news:title>arXiv:2606.20553: NeuroImprint——연합 파인튜닝의 숨겨진 백도어가 훈련 데이터의 59–79%를 재구성</news:title>
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    <loc>https://24-ai.news/ko/news/2026-06-21/arxiv-ssd-speculative-image-generation/</loc>
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    <loc>https://24-ai.news/ko/news/2026-06-21/arxiv-timeprove-long-video-reasoning/</loc>
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    <loc>https://24-ai.news/ko/news/2026-06-21/arxiv-ultraquant-4bit-kv-cache/</loc>
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        <news:name>24 AI</news:name>
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  </url>
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    <loc>https://24-ai.news/ko/news/2026-06-21/arxiv-vimpo-critic-free-rl-reasoning/</loc>
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  </url>
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    <loc>https://24-ai.news/hr/news/2026-06-20/amd-rocm-matrix3d-world-generation/</loc>
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  </url>
  <url>
    <loc>https://24-ai.news/hr/news/2026-06-20/anthropic-claude-code-2-1-183-safety/</loc>
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      <news:title>Anthropic: Claude Code v2.1.183 blokira destruktivne git i infrastrukturne naredbe u auto modu</news:title>
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  <url>
    <loc>https://24-ai.news/hr/news/2026-06-20/arxiv-llm-psychology-profiles-artifact/</loc>
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      <news:title>arXiv:2606.20205: psihološki profili jezičnih modela uglavnom su mjerni artefakt, a ne stabilna osobnost</news:title>
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      <news:title>arXiv:2606.20508: što jezični modeli uče iz miješanih demonstracija sigurnog i štetnog ponašanja</news:title>
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    <loc>https://24-ai.news/hr/news/2026-06-20/arxiv-multi-lcb-livecodebench-12-languages/</loc>
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      <news:title>arXiv:2606.20517: Multi-LCB proširuje LiveCodeBench na 12 programskih jezika i otkriva Python overfitting kod 24 modela</news:title>
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  <url>
    <loc>https://24-ai.news/hr/news/2026-06-20/arxiv-sevra-selective-verification/</loc>
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