Kovaliov, Michael

1 files · 100 MB · parquet

Madhusudan, Gujral

6 files · 29 MB · parquetdeclared

Large language models (LLMs) are trained on massive, publicly available text datasets comprising trillions of tokens, enabling them to excel at general language tasks like next-token prediction. However, LLMs often struggle with domain-specific prompts, exhibiting reduced accuracy or generating inaccurate information (hallucinations). This is because they lack sufficient subject matter expertise. Two primary approaches exist to address this limitation for augmenting LLMs knowledge: Retrieval-Augmented Generation (RAG) and fine-tuning. This presentation focuses on fine-tuning smaller LLMs with domain-specific instruct datasets using the LoRA (Low-Rank Adaptation) technique on Gaudi hardware. We will leverage publicly available LLMs and datasets from the Hugging Face Hub for this demonstration. Though it is possible to fine tune LLMs with plain text data - sourced from documents, articles, and other materials.

Austin, Timothy · do Valle Chagas Azaneu, Marina · Roughan, Moninya

26 files · 29 MB · netcdf, pdf, pngdeclared

Data collected from a temperature mooring at Lord Howe Island maintained by UNSW Sydney and funded by Parks Australia. The mooring position is longitude = 158.97°E and latitude = -31.51°, and local depth of approximately 52 m. The data were sampled using a series of thermistors (aqualogger 520PTs) deployed on a mooring line at 4m intervals through the water column, with shallowest instrument at 13 m and deepest at 53 m. The time period spans between 14-05-2025 and 22-04-2026. IMOS standard data quality assurance and quality control processes have been followed and the data formatted following IMOS conventions. Data quality control includes automated routines and visual inspection (expert QC) and flagging of obvious errors. File are c.f. compliant NetCDF files, and file name format follows IMOS conventions and includes sampling period in the format: UNSW_Lord_Howe_Marine_Park_TZ_ yyyymmddThhmmss Z_LH050_FV01_ LH050-2511-Aqualogger-AQUAlogger-520PT16-max160m-13_END- yyyymmddThhmmssZ.

Hakkens, Jonas W. P. · Reumer, Jelle W. F. · Schulp, Anne S.

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FIG. 14. — T3 (A, B), T8 (C, D), T11 (E, F), and T12 (G, H) of Zygorhiza kochii (Reichenbach in Carus & Koch, 1847), specimen TM 8501 in anterior (A, C, E, G) and lateral (B, D, F, H) views. Abbreviations: C, centrum; CF, capitular facet; NC, neural canal; POZ, postzygapophysis; PRZ, prezygapophysis; TF, tubercular facet; TP, transverse process. Scale bar: 10 cm. Figure: Jonas W. P. Hakkens.

Hakkens, Jonas W. P. · Reumer, Jelle W. F. · Schulp, Anne S.

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FIG. 9. — Preserved elements of Zygorhiza kochii (Reichenbach in Carus & Koch, 1847), specimen TM 8501 as located in-situ (A) and in articulation (B). Colors indicate anteroposterior location of element. Abbreviations: BH, basihyal; CX, cervical vertebra X; DR, distal rib segment; LM, left mandible; MN, manubrium; MS, mesosternal segment; RM, right mandible; Rx, Rib X; TB, tympanic bulla; TX, thoracic vertebra X. Scale bar: 10 cm. Figure: Jonas W. P. Hakkens.

Hakkens, Jonas W. P. · Reumer, Jelle W. F. · Schulp, Anne S.

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FIG. 7. — Skulls of Zygorhiza kochii (Reichenbach in Carus & Koch,1847) USNM 11962, and Dorudon serratus Gibbes, 1845 MMNS VP 130 in lateral and dorsal views highlighting diagnostic features: 1, nuchal crest bearing a posteriorly directed point at mid-height (Zygorhiza kochii) vs is generally round (Dorudon serratus) in lateral view; 2, crenulated cingula on P2-4 (Zygorhiza kochii) vs smooth cingula on P2-4 (Dorudon serratus); 3, medial margin of maxillae contact frontals (Zygorhiza kochii) vs do not contact the frontals (Dorudon serratus); 4, large anterior process on frontals (Zygorhiza kochii) vs no anterior process on frontals (Dorudon serratus); 5, narial process of premaxilla extends along almost the entire length of the nasals (Zygorhiza kochii) vs halfway along lateral margin of the nasals (Dorudon serratus). Not shown: p1 with single pinched root (Zygorhiza kochii) vs double-rooted p1 (Dorudon serratus). Not to scale. Drawings: Jonas W. P. Hakkens.

Hakkens, Jonas W. P. · Reumer, Jelle W. F. · Schulp, Anne S.

1 files · 429 KB · pngdeclared

FIG. 6. — Skulls of Zy. kochii (Reichenbach in Carus & Koch, 1847) (A-D) and D. serratus Gibbes, 1845 (E-I) in lateral view, specimens are scaled to equal condylobasal length. Grey sections represent anatomy obscured by matrix, other bones, or broken surfaces; brown indicates structures from the left lateral side. Not to scale. Drawings: Jonas W. P. Hakkens.

Hakkens, Jonas W. P. · Reumer, Jelle W. F. · Schulp, Anne S.

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FIG. 5. — Skulls of Zy. kochii (Reichenbach in Carus & Koch, 1847) (A-D) and D. serratus Gibbes, 1845 (E-I) in dorsal view. Grey sections represent anatomy obscured by matrix, other bones, or broken surfaces. Scaled to equal condylobasal length. Drawings: Jonas W. P. Hakkens.

Hakkens, Jonas W. P. · Reumer, Jelle W. F. · Schulp, Anne S.

1 files · 6.2 MB · pngdeclared

FIG. 1. — Photographs of TM 8501 as displayed in Teylers Museum in dorsal (A), left lateral (B) and right lateral (C) views (note the presence of matrix obscuring details of the anterior snout, temporal openings, and associated postcrania); D, localities of Zy. kochii (Reichenbach in Carus & Koch, 1847), D. serratus Gibbes, 1845, and C. healyorum Uhen & Gingerich, 2001; colors indicate: Bartonian (bright orange circle), Early Priabonian (blue squares), Late Priabonian (brown diamonds). Numbered occurrences are specimens discussed in this study: 1, MMNS VP 130; 2, USNM 11962, USNM 16638, USNM 16639, USNM 13773, USNM 4678, USNM 4679, FMNH PM-459, TM 8501; 3, MSC 3927/AUMP 2368, MB.Ma.43248; 4, SCSM 87.195; 5, MCZ 8763. Data and map are traced from the paleobiology database. More detailed localities for 2 can be found in Gingerich 2015b. Scale bar: 10 cm. Map: Jonas W. P. Hakkens; photos: Vannessa Timmermans (Teylers Museum).

Hackl, Jürgen

6 files · 132 MB · parquet, tiffdeclared

EuroFlood is an open, cloud-native index over the JRC/Copernicus CEMS-EFAS Satellite-Derived Flood Depth Maps for Europe (Betterle & Salamon, 2025; CC-BY-4.0) - ~3,280 satellite-derived observed flood-depth maps across Europe, 2015-2024. The bundle is a sparse Cloud-Optimized GeoTIFF encoding, per pixel, the set of flood events that inundated it, plus a combo_id -sorted GeoParquet dictionary and a small events table. Query by region and time via HTTP range reads (GDAL /vsicurl + DuckDB) to retrieve matching events, then fetch only the source depth rasters needed. Built with the open-source EuroFlood Python package ( pip install euroflood ).

Vera, Lourdes

31 files · 4.6 MB · csv, geojson, pngdeclared

Data, analysis scripts, and derived outputs reproducing the setback analysis between occupied buildings and active oil and gas wells in Karnes County, Texas, using public data (Texas Railroad Commission well locations; FEMA/ORNL USA Structures building footprints; and U.S. Census TIGER/Line block groups and 2020-2024 American Community Survey). The pipeline runs offline in Python (geopandas) and reproduces every reported distance, summary statistic, table, and figure in the associated article. This package reproduces and updates Chapter 3 of the author's doctoral dissertation: Vera, Lourdes (2022), "Environmental Data Justice in Action: Civically Valid Air Monitoring Near Oil and Gas Extraction in the Eagle Ford Shale Play," Ph.D. dissertation, Northeastern University, Boston, MA.

Blidon, Marianne · La Fondation Des Treilles

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The RESIST Project Team has been selected to take part in a one-week (June 1-June 6, 2026) seminar hosted by the Fondation des Treilles in France. Organised by Marianne Blidon, the event titled Défis démocratiques face aux politiques "anti-genre" en Europe : analyse et perspectives critique (Democratic Challenges in the Face of "Anti-Gender" Policies in Europe: Analysis and Critical Perspectives) brought together RESIST co-leads, early-career researchers, and activist collaborators to exchange ideas, strategies, and work on related writing projects

Freude, Leon

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During a talk at the Barcelona Supercomputing Center as part of International LGBTQIA+ Pride Day, Leon Freude examined the contemporary rise of anti-gender movements that challenge feminist, trans, and LGBTQI+ rights. Drawing on qualitative research with more than thirty activists conducted as part of the RESIST Project's case study on Spain - Catalonia and the Basque Country, led by Maria Rodó-Zárate, the talk explored how these mobilizations are experienced in everyday life, activist spaces, and the public sphere, highlighting both their emotional and political impacts and the practices of resistance, care, and solidarity that emerge in response. The presentation situated these developments within a broader transnational context, linking current struggles to the historical fight for LGBTQI+ rights since Stonewall.

Anarita, Adriana · Rac, Sri

7 files · 20 MB · png, xlsxdeclared

Sustainable hospitality environments increasingly require experiential design approaches that extend beyond visually dominant cultural representation. Multisensory design methods are evident in Indonesian culture, yet representation remains limited to visual dominance. This study presents the Sensory Activation Ratio (SAR) as a new metric to assess how effectively multisensory design can involve local communities and improve job opportunities, in line with Sustainable Development Goals 8 and 11. A literature review and an online travel agent (OTA) review complement the research, which employs a qualitative autoethnographic method. The case study was conducted in a five-star thematic hotel in Yogyakarta, Indonesia. The results show that senses such as sight, smell, touch, sound, taste, and movement are consistently engaged in hotel spaces, helping strengthen cultural identity and create a rich heritage experience for guests. The study proposes that multisensory cultural design contributes to sustainability in three interconnected ways: sustaining intangible cultural heritage through everyday spatial experience, activating local supply chains and creative labor through culturally embedded service elements, and encouraging localized resource use within hospitality design systems. These findings suggest that multisensory design can serve as a strategic framework for developing culturally grounded, socially sustainable hospitality environments.

Hakkens, Jonas W. P. · Reumer, Jelle W. F. · Schulp, Anne S.

1 files · 128 KB · pngdeclared

FIG. 15. — Ribs and sternal elements of Zygorhiza kochii (Reichenbach in Carus & Koch, 1847), specimen TM 8501: A, 12th rib; B, distal shaft of anterior rib; C, first rib; D, manubrium; E, mesosternal segment. Scale bar: 10 cm. Figure: Jonas W. P. Hakkens.

Hakkens, Jonas W. P. · Reumer, Jelle W. F. · Schulp, Anne S.

1 files · 676 KB · pngdeclared

FIG. 13. — Atlas (A-C), middle cervical (D), and C6 (E, F) of Zygorhiza kochii (Reichenbach in Carus & Koch, 1847), specimen TM 8501 in anterior (B, D, F), lateral (A, E), and posterior (C) views. Abbreviations: AFA, articular facet of axis; AFO, articular facet of occiput; DIP, diapophysis; EOS, edge of scan; NC, neural canal; NS, neural spine;POZ, postzygapophysis; PRZ, prezygapophysis; TP, transverse process; VAF, vertebrarterial foramen. Scale bar: 10 cm. Figure:Jonas W. P. Hakkens.

Hakkens, Jonas W. P. · Reumer, Jelle W. F. · Schulp, Anne S.

1 files · 987 KB · pngdeclared

FIG. 12. — Mandibles of Zygorhiza kochii (Reichenbach in Carus & Koch, 1847), specimen TM 8501 in dorsal (A) and lateral (B) views. Abbreviations: c, canine; CP, coronoid process; EP, embrasure pit; ix, incisor X; MC, mandibular condyle; mx, molar X; px, premolar X; SYM, symphysis. Scale bar: 10 cm. Figure: Jonas W. P. Hakkens.

Hakkens, Jonas W. P. · Reumer, Jelle W. F. · Schulp, Anne S.

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FIG. 11. — Tympanic bulla (A-C) and basihyal (D) of Zygorhiza kochii (Reichenbach in Carus & Koch, 1847), specimen TM 8501. Abbreviations: INV, involucrum; LF, lateral furrow; MF, median furrow; PP, posterior pedicle; SP, sigmoid process; TC, tympanic cavity. Scale bar: 5 cm. Figure: Jonas W. P. Hakkens.

Hakkens, Jonas W. P. · Reumer, Jelle W. F. · Schulp, Anne S.

1 files · 1.5 MB · pngdeclared

FIG. 10. — Skull of Zygorhiza kochii (Reichenbach in Carus & Koch, 1847), specimen TM 8501 in left lateral (A), dorsal (B), posterior (C) and ventral (D) views. Abbreviations: EP, embrasure pit; FM, foramen magnum; fr, frontal; GF, glenoid fossa; jug, jugal; mx, maxilla; NC, nuchal crest; NF, narial fossa; NP, nuchal prominences; ns, nasal; OR, orbit; pal, palatine; PBC, peribullar cavity; pmx, premaxilla; POP, paroccipital process; PS, pterygoid sinus; SC, sagittal crest; SOPR, supraorbital process; TO, temporal openings; vo, vomer; ZPS, zygomatic process of squamosal. Scale bar: 10 cm. Figure: Jonas W. P. Hakkens.