ssense
sEEG-based Encoding for Sentence Retrieval: A Contrastive Learning Approach to Brain-Language Alignment
Interpreting neural activity through meaningful latent representations remains a complex and evolving challenge at the intersection of neuroscience and artificial intelligence. W e investigate the potential of multimodal foundation models to align invasive brain recordings with natural language. W e present SSENSE, a contrastive learning framework that projects single-subject stereo-electroencephalography (sEEG) signals into the sentence embedding space of a frozen CLIP model, enabling sentence-level retrieval directly from brain activity. SSENSE trains a neural encoder on spectral representations of sEEG using InfoNCE loss, without fine-tuning the text encoder . W e evaluate our method on time-aligned sEEG and spoken transcripts from a naturalistic movie-watching dataset. Despite limited data, SSENSE achieves promising results, demonstrating that general-purpose language representations can serve as effective priors for neural decoding.
Lead, Data Visibility, Governance and Product at SSENSE - Montreal, QC, Canada
SSENSE (pronounced [es-uhns]) is a global technology platform operating at the intersection of culture, community, and commerce. Headquartered in Montreal, it features a mix of established and emerging luxury brands across womenswear, menswear, kidswear, and Everything Else. SSENSE has garnered critical acclaim as both an e-commerce engine and a producer of cultural content, generating an average of 100 million monthly page views. Approximately 80% of its audience is between the ages of 18 to 40. It is privately held and has achieved high double digit annual growth and profitability since its inception.
- North America > Canada > Quebec > Montreal (0.65)
- Europe (0.06)
- Textiles, Apparel & Luxury Goods (0.58)
- Information Technology > Services (0.38)
Senior Manager, Data Science - Performance Marketing (Montreal, QC) at SSENSE - Montreal, QC, Canada
SSENSE (pronounced [es-uhns]) is a global technology platform operating at the intersection of culture, community, and commerce. Headquartered in Montreal, it features a mix of established and emerging luxury brands across womenswear, menswear, kidswear, and Everything Else. SSENSE has garnered critical acclaim as both an e-commerce engine and a producer of cultural content, generating an average of 100 million monthly page views. Approximately 80% of its audience is between the ages of 18 to 40. It is privately held and has achieved high double digit annual growth and profitability since its inception.
- North America > Canada > Quebec > Montreal (1.00)
- Europe (0.06)
- Textiles, Apparel & Luxury Goods (0.58)
- Information Technology > Services (0.38)
Senior Manager, Data Science - Performance Marketing (Toronto, ON) at SSENSE - Toronto, ON, Canada
SSENSE (pronounced [es-uhns]) is a global technology platform operating at the intersection of culture, community, and commerce. Headquartered in Montreal, it features a mix of established and emerging luxury brands across womenswear, menswear, kidswear, and Everything Else. SSENSE has garnered critical acclaim as both an e-commerce engine and a producer of cultural content, generating an average of 100 million monthly page views. Approximately 80% of its audience is between the ages of 18 to 40. It is privately held and has achieved high double digit annual growth and profitability since its inception.
- North America > Canada > Ontario > Toronto (0.76)
- North America > Canada > Quebec > Montreal (0.28)
- Europe (0.06)
- Textiles, Apparel & Luxury Goods (0.58)
- Information Technology > Services (0.38)
Manager, Data Visibility and Governance (Montreal, QC) at SSENSE - Montreal, QC, Canada
SSENSE (pronounced [es-uhns]) is a global technology platform operating at the intersection of culture, community, and commerce. Headquartered in Montreal, it features a mix of established and emerging luxury brands across womenswear, menswear, kidswear, and Everything Else. SSENSE has garnered critical acclaim as both an e-commerce engine and a producer of cultural content, generating an average of 100 million monthly page views. Approximately 80% of its audience is between the ages of 18 to 40. It is privately held and has achieved high double digit annual growth and profitability since its inception.
- North America > Canada > Quebec > Montreal (1.00)
- Europe (0.06)
- Textiles, Apparel & Luxury Goods (0.58)
- Information Technology > Services (0.38)
Data Analyst (Toronto, ON) at SSENSE - Montreal, QC, Canada
SSENSE (pronounced [es-uhns]) is a global technology platform operating at the intersection of culture, community, and commerce. Headquartered in Montreal, it features a mix of established and emerging luxury brands across womenswear, menswear, kidswear, and Everything Else. SSENSE has garnered critical acclaim as both an e-commerce engine and a producer of cultural content, generating an average of 100 million monthly page views. Approximately 80% of its audience is between the ages of 18 to 40. It is privately held and has achieved high double digit annual growth and profitability since its inception.
- North America > Canada > Quebec > Montreal (0.64)
- North America > Canada > Ontario > Toronto (0.40)
- Europe (0.06)
- Textiles, Apparel & Luxury Goods (0.58)
- Information Technology > Services (0.38)
- Information Technology > Data Science > Data Mining > Big Data (0.42)
- Information Technology > Artificial Intelligence > Machine Learning (0.36)
Data Developer - Level 2 (Vancouver, BC) at SSENSE - Vancouver, BC, Canada
SSENSE (pronounced [es-uhns]) is a global technology platform operating at the intersection of culture, community, and commerce. Headquartered in Montreal, it features a mix of established and emerging luxury brands across womenswear, menswear, kidswear, and Everything Else. SSENSE has garnered critical acclaim as both an e-commerce engine and a producer of cultural content, generating an average of 100 million monthly page views. Approximately 80% of its audience is between the ages of 18 to 40. It is privately held and has achieved high double digit annual growth and profitability since its inception.
- North America > Canada > British Columbia > Metro Vancouver Regional District > Vancouver (0.76)
- North America > Canada > Quebec > Montreal (0.26)
- Europe (0.05)
- Textiles, Apparel & Luxury Goods (0.56)
- Information Technology > Services (0.36)