EthanLI24 commited on
Commit
6334be5
·
verified ·
1 Parent(s): 9ff58af

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +2 -2
README.md CHANGED
@@ -10,13 +10,13 @@ pinned: false
10
  ## InfiX.ai
11
 
12
  Welcome to **InfiX-ai**! We believe our research will eventually lead to decentralized Generative AI—a future where everyone can access, contribute to, and benefit from AI equally.
13
- Our Mission: **GenAI for all, intelligence in every task.**
14
 
15
  ---
16
  ### 🤖 Our Model Series
17
  #### 🔗 Model Fusion & Model Merging
18
  > **Model fusion** refers to the process of combining multiple trained models—often from different domains, architectures, or training datasets—into a single, more powerful model. The goal is to integrate their strengths and knowledge, improving performance, generalization, or efficiency.
19
- > **Model merging**。is a specific type of model fusion that involves combining the internal parameters (typically weights) of two or more pretrained models to produce a single model that inherits knowledge from all sources. Unlike ensemble methods, model merging produces a single merged model rather than relying on multiple models at inference time.
20
 
21
  - [InfiFusion](https://huggingface.co/collections/InfiX-ai/infifusion-683c7d7f00c71614ba8ceb96): **InfiFusion** is a logit-level fusion pipeline based on Universal Logit Distillation, enhanced with Top-K filtering and logits standardization. It supports both pairwise and unified fusion strategies to balance performance and efficiency.
22
  - [InfiGFusion](https://huggingface.co/InfiX-ai/InfiGFusion-14B): **InfiGFusion** is a structure-aware extension that builds co-activation graphs from logits and aligns them via an efficient Gromov-Wasserstein loss approximation, capturing cross-dimension semantic dependencies for stronger reasoning.
 
10
  ## InfiX.ai
11
 
12
  Welcome to **InfiX-ai**! We believe our research will eventually lead to decentralized Generative AI—a future where everyone can access, contribute to, and benefit from AI equally.
13
+ Our Mission: **Genertive AI for all, intelligence in every task.**
14
 
15
  ---
16
  ### 🤖 Our Model Series
17
  #### 🔗 Model Fusion & Model Merging
18
  > **Model fusion** refers to the process of combining multiple trained models—often from different domains, architectures, or training datasets—into a single, more powerful model. The goal is to integrate their strengths and knowledge, improving performance, generalization, or efficiency.
19
+ > **Model merging** is a specific type of model fusion that involves combining the internal parameters (typically weights) of two or more pretrained models to produce a single model that inherits knowledge from all sources. Unlike ensemble methods, model merging produces a single merged model rather than relying on multiple models at inference time.
20
 
21
  - [InfiFusion](https://huggingface.co/collections/InfiX-ai/infifusion-683c7d7f00c71614ba8ceb96): **InfiFusion** is a logit-level fusion pipeline based on Universal Logit Distillation, enhanced with Top-K filtering and logits standardization. It supports both pairwise and unified fusion strategies to balance performance and efficiency.
22
  - [InfiGFusion](https://huggingface.co/InfiX-ai/InfiGFusion-14B): **InfiGFusion** is a structure-aware extension that builds co-activation graphs from logits and aligns them via an efficient Gromov-Wasserstein loss approximation, capturing cross-dimension semantic dependencies for stronger reasoning.