QuestSim: Human Motion Tracking from Sparse Sensors with Simulated Avatars 3. Understanding Diffusion Models: A Uni fi ed Perspective 4. Transformers are Sample Ef fi cient World Models 5. Brain Imaging Generation with Latent Diffusion Models 6. Learning with Differentiable Algorithms 7. Operationalizing Machine Learning: An Interview Study 8. Decoding speech from non-invasive brain recordings 9. Faithful Reasoning Using Large Language Models 10. AudioLM: a Language Modeling Approach to Audio Generation
͖ͳ͍ը૾ྨͷΑ͏ͳΑΓෳࡶͳλεΫʹ͓͍ͯɺσʔλ͔Βֶशͯ͠࠷Մೳੑͷߴ͍͑Λ༧ଌ͢Δ ͜ͱ͕ՄೳͰ͋ΔɻຊจͰɺ྆ऀͷॴΛੜ͔ͨ͢ΊʹɺΑΓؤ݈ͰɺΑΓߴੑೳͰɺΑΓղऍ͢͠ ͘ɺΑΓܭࢉޮͷߴ͍ɺΑΓσʔλޮͷߴ͍ΞʔΩςΫνϟʹͭͳ͕Δ྆֓೦ͷ݁߹Λ୳ٻ͍ͯ͠Δɻ ຊจͰɺχϡʔϥϧωοτ͕ΞϧΰϦζϜ͔Βɺ͋Δ͍ΞϧΰϦζϜͱ࿈ܞֶͯ͠श͢Δ͜ͱΛՄೳ ʹ͢ΔΞϧΰϦζϜࢹͱ͍͏ߟ͑ํΛఆࣜԽ͠·͢ɻΞϧΰϦζϜΛχϡʔϥϧɾΞʔΩςΫνϟʹΈ ࠐΉ߹ɺΞʔΩςΫνϟΛΤϯυπʔΤϯυͰֶशͤ͞ɺޯΛΞϧΰϦζϜʹ༗ҙٛʹൖͤ͞Δ͜ͱ ͕Ͱ͖ΔΑ͏ɺΞϧΰϦζϜ͕ඍՄೳͰ͋Δ͜ͱ͕ॏཁͰ͋ΔɻຊจͰɺΞϧΰϦζϜΛඍՄೳʹ ͢ΔͨΊʹɺมʹઁಈΛ༩͑ɺดͨ͡ܗͰɺ͢ͳΘͪαϯϓϦϯάͳ͠ͰظΛۙࣅ͢Δ͜ͱʹΑͬ ͯɺΞϧΰϦζϜΛ࿈ଓతʹ؇͢ΔҰൠతͳํ๏ΛఏҊ͢Δɻ͞ΒʹɺඍՄೳͳιʔτωοτϫʔΫɺ ඍՄೳͳϨϯμϥʔɺඍՄೳͳཧήʔτωοτϫʔΫͱ͍ͬͨඍՄೳͳΞϧΰϦζϜΛఏҊ͢Δɻ ࠷ޙʹɺຊจΞϧΰϦζϜΛ༻ֶ͍ͨशͷͨΊͷସతͳֶशઓུΛఏࣔ͢Δɻ w తɿݹయΞϧΰϦζϜΛχϡʔϥϧωοτϫʔΫʹ׆͔͍ͨ͠ w ՌɿඍՄೳͳΞϧΰϦζϜͷ։ൃͱϥΠϒϥϦఏڙ w ํ๏ɿΞϧΰϦζϜʹΑΔࢹ 4VQFSWJTPO ϑϨʔϜϫʔΫΛఆٛɾ։ൃ w ݻ༗໊ɿ w ஶऀॴଐɿίϯελϯπେֶ υΠπ https://arxiv.org/abs/2209.00616v1
ͷ1ճͷݺͼग़͠ͷ݁ՌͰ͋Δɻ͜ͷͨΊɺಛʹຊ࣭తʹଟஈ֊ͷʹ͓͍ͯɺ·͘͠ ͳ͍ෆಁ໌ੑΛ͍ɺੑೳΛԼͤ͞Δɻ͜ΕΒͷ੍ݶʹରॲ͢ΔͨΊɺզʑɺҼՌߏ ͕ͷཧߏΛө͢ΔϓϩηεΛհͯ͠ɺLM͕࣮ͳϚϧνεςοϓਪΛ࣮ߦͰ͖ ΔΑ͏ʹ͢Δํ๏Λࣔ͢ɻຊख๏ɺਪεςοϓΛ࿈తʹ࣮ߦ͢Δɻ֤εςοϓɺ2ͭ ͷඍௐ͞ΕͨLMʢ1ͭબ༻ɺ͏1ͭਪ༻ʣͷݺͼग़͔͠ΒΓɺ༗ޮͳਪτ ϨʔεΛੜ͢Δɻຊख๏ɺਪ࣭Λ্ͤ͞ΔͨΊʹɺਪτϨʔεͷۭؒΛ௨ͯ͠ ϏʔϜαʔνΛߦ͏ɻզʑɺଟஈ֊ͷཧతਪͱՊֶత࣭Ԡʹ͓͚ΔຊϞσϧͷ༗ ޮੑΛ࣮ূ͠ɺ࠷ऴతͳճਫ਼ʹ͓͍ͯϕʔεϥΠϯΑΓ༏Ε͍ͯΔ͜ͱɺ·ͨɺϢʔβ ͕ଥੑΛνΣοΫͰ͖ΔਓؒతʹղऍՄೳͳਪτϨʔεΛੜͰ͖Δ͜ͱΛࣔ͢ɻ w తɿେنݴޠϞσϧͷ࣭Ԡೳྗͷվྑ w Ռɿଟஈ֊ͷཧతਪͱՊֶత࣭Ԡʹ͓͚ΔຊϞσϧͷ༗ޮੑΛ࣮ূ w ํ๏ɿਪεςοϓΛϚϧνεςοϓͰ࣮ߦ͢Δ w ݻ༗໊ɿ w ஶऀॴଐɿ%FFQ.JOE https://arxiv.org/abs/2208.14271v1
Audio Generation) ຊจͰɺظతͳҰ؏ੑΛอͬͨߴ࣭ͳԻੜͷͨΊͷϑϨʔϜϫʔΫͰ͋ΔAudioLMΛհ ͢ΔɻAudioLMೖྗԻΛࢄతͳτʔΫϯͷྻʹରԠ͚ɺԻੜΛ͜ͷදݱۭؒʹ͓͚Δݴޠ ϞσϦϯάλεΫͱ͔͚ͯ͛͠ΔɻզʑɺطଘͷԻτʔΫϯԽث͕࠶ߏ࣭ͱظߏͷؒͰ ͍͔ʹҟͳΔτϨʔυΦϑΛఏڙ͍ͯ͠Δ͔Λࣔ͠ɺ྆తΛୡ͢ΔͨΊͷϋΠϒϦουτʔΫφΠ θʔγϣϯεΩʔϜΛఏҊ͢Δɻ͢ͳΘͪɺԻͰࣄલֶशͨ͠ϚεΫݴޠϞσϧͷࢄԽ׆ੑΛར༻ ͯ͠ظߏΛଊ͑ɺχϡʔϥϧԻίʔσοΫʹΑͬͯੜ͞ΕΔࢄԽίʔυΛར༻ͯ͠ߴ࣭ͳ ߹Λ࣮ݱ͢ΔɻAudioLMɺେنͳੜԻίʔύεͰֶश͢Δ͜ͱͰɺ͍ϓϩϯϓτͰࣗવͰҰ ؏ੑͷ͋Δ࿈ଓԻΛੜ͢Δ͜ͱΛֶश͢Δɻ·ͨɺॻ͖ى͜͠ऍͷͳ͍Իʹରֶͯ͠शΛ ߦͬͨ߹ɺAudioLMߏจతɾҙຯతʹଥͳԻͷ࿈ଓΛੜ͠ɺ͞Βʹະͷऀʹରͯ͠ ऀͷಛఆͱӆΛҡ࣋͢Δ͜ͱ͕Ͱ͖Δɻ͞ΒʹɺզʑɺԻָͷతͳදݱ͕ͳ͍ʹ͔͔ΘΒ ͣɺटඌҰ؏ͨ͠ϐΞϊԻָͷ࿈ଓΛੜ͢Δ͜ͱͰɺզʑͷΞϓϩʔν͕ԻΛ͑Δ͜ͱΛ࣮ূ͢ Δɻ w తɿߴ࣭ͳԻੜϞσϧͷ࡞ w ՌɿԻੜϑϨʔϜϫʔΫ"VEJP-.ͷ։ൃ w ํ๏ɿҙຯτʔΫϯͱԻڹτʔΫϯΛΈ߹Θͤͨ̏ஈ֊ͷݴޠϞσϧΛଓ w ݻ༗໊ɿ"VEJP-. w ஶऀॴଐɿ(PPHMF3FTFBSDI https://arxiv.org/abs/2209.03143v1